{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9b51a945",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyreadr\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "807a4cbd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Only Training data is used\n",
    "\n",
    "df_FaultFree = pyreadr.read_r(r'F:\\TEP_Data\\The TEP Dataset\\TEP_FaultFree_Training.RData')['fault_free_training']\n",
    "df_Faulty = pyreadr.read_r(r'F:\\TEP_Data\\The TEP Dataset\\TEP_Faulty_Training.RData')['faulty_training']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e53682bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>faultNumber</th>\n",
       "      <th>simulationRun</th>\n",
       "      <th>sample</th>\n",
       "      <th>xmeas_1</th>\n",
       "      <th>xmeas_2</th>\n",
       "      <th>xmeas_3</th>\n",
       "      <th>xmeas_4</th>\n",
       "      <th>xmeas_5</th>\n",
       "      <th>xmeas_6</th>\n",
       "      <th>xmeas_7</th>\n",
       "      <th>...</th>\n",
       "      <th>xmv_2</th>\n",
       "      <th>xmv_3</th>\n",
       "      <th>xmv_4</th>\n",
       "      <th>xmv_5</th>\n",
       "      <th>xmv_6</th>\n",
       "      <th>xmv_7</th>\n",
       "      <th>xmv_8</th>\n",
       "      <th>xmv_9</th>\n",
       "      <th>xmv_10</th>\n",
       "      <th>xmv_11</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.25038</td>\n",
       "      <td>3674.0</td>\n",
       "      <td>4529.0</td>\n",
       "      <td>9.2320</td>\n",
       "      <td>26.889</td>\n",
       "      <td>42.402</td>\n",
       "      <td>2704.3</td>\n",
       "      <td>...</td>\n",
       "      <td>53.744</td>\n",
       "      <td>24.657</td>\n",
       "      <td>62.544</td>\n",
       "      <td>22.137</td>\n",
       "      <td>39.935</td>\n",
       "      <td>42.323</td>\n",
       "      <td>47.757</td>\n",
       "      <td>47.510</td>\n",
       "      <td>41.258</td>\n",
       "      <td>18.447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.25109</td>\n",
       "      <td>3659.4</td>\n",
       "      <td>4556.6</td>\n",
       "      <td>9.4264</td>\n",
       "      <td>26.721</td>\n",
       "      <td>42.576</td>\n",
       "      <td>2705.0</td>\n",
       "      <td>...</td>\n",
       "      <td>53.414</td>\n",
       "      <td>24.588</td>\n",
       "      <td>59.259</td>\n",
       "      <td>22.084</td>\n",
       "      <td>40.176</td>\n",
       "      <td>38.554</td>\n",
       "      <td>43.692</td>\n",
       "      <td>47.427</td>\n",
       "      <td>41.359</td>\n",
       "      <td>17.194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.25038</td>\n",
       "      <td>3660.3</td>\n",
       "      <td>4477.8</td>\n",
       "      <td>9.4426</td>\n",
       "      <td>26.875</td>\n",
       "      <td>42.070</td>\n",
       "      <td>2706.2</td>\n",
       "      <td>...</td>\n",
       "      <td>54.357</td>\n",
       "      <td>24.666</td>\n",
       "      <td>61.275</td>\n",
       "      <td>22.380</td>\n",
       "      <td>40.244</td>\n",
       "      <td>38.990</td>\n",
       "      <td>46.699</td>\n",
       "      <td>47.468</td>\n",
       "      <td>41.199</td>\n",
       "      <td>20.530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.24977</td>\n",
       "      <td>3661.3</td>\n",
       "      <td>4512.1</td>\n",
       "      <td>9.4776</td>\n",
       "      <td>26.758</td>\n",
       "      <td>42.063</td>\n",
       "      <td>2707.2</td>\n",
       "      <td>...</td>\n",
       "      <td>53.946</td>\n",
       "      <td>24.725</td>\n",
       "      <td>59.856</td>\n",
       "      <td>22.277</td>\n",
       "      <td>40.257</td>\n",
       "      <td>38.072</td>\n",
       "      <td>47.541</td>\n",
       "      <td>47.658</td>\n",
       "      <td>41.643</td>\n",
       "      <td>18.089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.29405</td>\n",
       "      <td>3679.0</td>\n",
       "      <td>4497.0</td>\n",
       "      <td>9.3381</td>\n",
       "      <td>26.889</td>\n",
       "      <td>42.650</td>\n",
       "      <td>2705.1</td>\n",
       "      <td>...</td>\n",
       "      <td>53.658</td>\n",
       "      <td>28.797</td>\n",
       "      <td>60.717</td>\n",
       "      <td>21.947</td>\n",
       "      <td>39.144</td>\n",
       "      <td>41.955</td>\n",
       "      <td>47.645</td>\n",
       "      <td>47.346</td>\n",
       "      <td>41.507</td>\n",
       "      <td>18.461</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   faultNumber  simulationRun  sample  xmeas_1  xmeas_2  xmeas_3  xmeas_4  \\\n",
       "0          0.0            1.0       1  0.25038   3674.0   4529.0   9.2320   \n",
       "1          0.0            1.0       2  0.25109   3659.4   4556.6   9.4264   \n",
       "2          0.0            1.0       3  0.25038   3660.3   4477.8   9.4426   \n",
       "3          0.0            1.0       4  0.24977   3661.3   4512.1   9.4776   \n",
       "4          0.0            1.0       5  0.29405   3679.0   4497.0   9.3381   \n",
       "\n",
       "   xmeas_5  xmeas_6  xmeas_7  ...   xmv_2   xmv_3   xmv_4   xmv_5   xmv_6  \\\n",
       "0   26.889   42.402   2704.3  ...  53.744  24.657  62.544  22.137  39.935   \n",
       "1   26.721   42.576   2705.0  ...  53.414  24.588  59.259  22.084  40.176   \n",
       "2   26.875   42.070   2706.2  ...  54.357  24.666  61.275  22.380  40.244   \n",
       "3   26.758   42.063   2707.2  ...  53.946  24.725  59.856  22.277  40.257   \n",
       "4   26.889   42.650   2705.1  ...  53.658  28.797  60.717  21.947  39.144   \n",
       "\n",
       "    xmv_7   xmv_8   xmv_9  xmv_10  xmv_11  \n",
       "0  42.323  47.757  47.510  41.258  18.447  \n",
       "1  38.554  43.692  47.427  41.359  17.194  \n",
       "2  38.990  46.699  47.468  41.199  20.530  \n",
       "3  38.072  47.541  47.658  41.643  18.089  \n",
       "4  41.955  47.645  47.346  41.507  18.461  \n",
       "\n",
       "[5 rows x 55 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF = pd.concat([df_FaultFree,df_Faulty]) # Join both fault free and faulty dataset\n",
    "DF.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30f1aadf",
   "metadata": {},
   "source": [
    "# Scale the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "01d54bf8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "sc = StandardScaler()\n",
    "fault_free = DF[DF['faultNumber']==0].iloc[:,3:]\n",
    "\n",
    "fault_free_scaled = sc.fit_transform(fault_free)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ab09dfa",
   "metadata": {},
   "source": [
    "# Isolation Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "64f41e72",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import IsolationForest\n",
    "\n",
    "# Define the Isolation forest\n",
    "IsolationForest = IsolationForest(contamination=0.05,random_state=0).fit(fault_free_scaled)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8e0345c",
   "metadata": {},
   "source": [
    "# Visualize the Distribution of outlier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "db5f61db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = DF[DF['faultNumber']==0].iloc[::10,3:]\n",
    "df_sc = sc.transform(df)\n",
    "\n",
    "FaultFree_dist=IsolationForest.predict(df_sc)\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [4, 4]\n",
    "plt.hist(FaultFree_dist, bins=100,label='FaultFree',alpha=0.4)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15f2f8e4",
   "metadata": {},
   "source": [
    "# Realtime Fault detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "31d2521a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Nkc/+6OFr1D6x5WHXX//6V11wwQXm43HjxulPf/qT+TgnJ0ePPPKI7rzzznMOVtPS0pSYmKj27dvbvlp6NghWXcrrkerFKSkAsIp/Og2s+vd3X/GSBgCbXXnllXrmmWfMxykpKVq/fr0effRRffTRR6qurlZdXZ1Onjyp48ePKyUlxbLPHjBggA4cOCBJuuKKK/TWW29Z9t7ngmDVpUj2BwBrmQVWhgIKrE7/PB20Mue6W3JCnD56+BrHPvtspKSk6OKLLzYfHzhwQOPHj9fUqVP1yCOPqFOnTnrvvfd0xx13mFfr8nq9YV2C/M+djbVr15qv818y1UkEqy5Fsj8AWMtnNP40QvqsMue2DR6P56xOxceSbdu2qa6uTn/4wx/kPV359z//8z9B+3Tp0kXl5eUyDMP8guVvH9qUxMRE1dcH5/H27NnTuoFbgOt0uhTJ/gBgLX+AGlRg5fG3rjq9jwPjAiTpO9/5jurq6vRf//Vf+uyzz/Tyyy9r6dKlQfuMGTNGX331lR5//HH93//9n5YsWdLsKfxevXrp/fff1/79+1VZWSmfvy1GBB999JFKSkr09ddfq6qqKqiXfjQRrLoUyf4AYC0j4Kc/JYA0AMSKSy+9VAsWLNBjjz2m3NxcvfLKKyosLAzap3///nr66ae1ZMkSDR48WB988EGzF1aaNWuW4uLi9N3vflddunQJ6n8favz48RoyZIjeeOMNbdiwQUOGDNGQIUMs+f3OxJ1r4SDZHwAs1ngFq8YCK09IgRVXDYQd/P3oQ82YMUMzZswI2jZx4sSgx1OnTg3rUX///fc3+d59+vTR5s2bWzSupnqwRhsrqy7Ft3wAsFZjGkCky62ennOdGBhwniNYdSnypwDAWmdMA/A/x6QL2I5g1aWoTAUAa/nnU19AgZW/z6p/ZZU5F7AfwapLkQYAANZqzFltTAnwhLSuYs4F7Eew6lIk+wOAtVpSYMXKKmA/glWXItkfAKxlFlgpQoEV7QJd60x9QxF9Vvz9aV3lUiT7A4C1zAIrI1Kf1cbn4A6JiYnyer06dOiQunTposTERHOhB9FnGIZqa2v11Vdfyev1KjEx8Zzfi2DVpUj2BwBrBRZY+UIKrLzMua7j9XqVk5OjsrIyHTp0yOnhnLfat2+vHj16mJeIPRcEqy7Ft3wAsFZggZVCCqzMfewdElopMTFRPXr0UF1dnerr650eznknLi5O8fHxrV7RJlh1Kf9h51s+AFgjuM9qg/A0AOZct/F4PEpISFBCQoLTQ8E5osDKpbzk3QCApRqvYGWYCwGesDQAZ8YGnM8IVl2KNAAAsFZwn9WG+6F9VkkEAOxHsOpSJPsDgLVaVmDlyNCA8xrBqssxbwKANYJzVkNaV/mfY9IFbEew6lIk+wOAtYK7ATTc94REq8y5gP0IVl2KU1IAYK3gNICG+6QBAM4jWHUpkv0BwGIB06kR0rvKTANgzgVsR7DqUo19Vh0dBgC0GY2XWzUC+qw2zLYeT8hOAGxDsOpS/lNSpE8BgDUa0wAUkAag0z9JAwCcQrDqViT7A4ClztRn1dyHpVXAdgSrLsW3fACwVmCBlUGBFRAzCFZdimR/ALBWcJ/VBmbnKs5mAY4hWHUpkv0BwGKNFVYB3QCCC6yYcgH7Eay6FKekAMBaLSmwYmUVsB/BqsuRBgAA1mhMA4jQusr/HFMuYDuCVZfysLIKAJbyr5pG7AZAu0DAMQSrLuUl2R8ALOX/8u8zFNANQEE/fcy5gO0IVl2KZH8AiA5DRsDKakgagDNDAs5rBKsuRbI/AFgncC41AgqsPGEFVrYPDTjvEay6FMn+AGCdwPx/w4hQYEXqFeAYglW34ls+AFgmdGU1tMDKH7Qy5QL2I1h1KZL9AcA6gSurkQqsPMy5gGMIVl2KZH8AsE5gz+qIfVbNNACbBwaAYNWtKLACAOsYRvB9o6kCK7sHBiD6werTTz+tnJwctWvXTkOHDtW7777b5L4bNmyQx+MJu3388cfRHqbr8C0fAKxjhBRY+UJbV1FgBTgmqsHqa6+9poKCAs2dO1fFxcW64oorNG7cOJWWlp7xdXv27FFZWZl5u+SSS6I5TFci2R8ArBOcBqCANAD/T4paAadENVhdsGCB7rjjDk2ePFn9+/fXwoUL1b17dz3zzDNnfF3Xrl2VmZlp3uLi4qI5TFci2R8ArGMEFVgZ5twaWmBlsEQA2C5qwWptba22b9+u/Pz8oO35+fnatGnTGV87ZMgQZWVlaezYsVq/fv0Z962pqVF1dXXQ7XxAGgAAWMcX0rpKYWkADT99PrtHBiBqwWplZaXq6+uVkZERtD0jI0Pl5eURX5OVlaXnnntOq1at0uuvv66+fftq7Nixeuedd5r8nMLCQqWlpZm37t27W/p7xCrSAADAOkbIff8KamOf1fD9ANgjPtof4P826mcYRtg2v759+6pv377m47y8PB08eFBPPvmkRo0aFfE1c+bM0cyZM83H1dXV50XA6j39NYNkfwBoPSNgxdQwDHMF1f//Fb2tAedEbWU1PT1dcXFxYauoFRUVYautZzJixAjt3bu3yeeTkpLUoUOHoNv5gGR/ALBOUIGVEbCyenqbpzFpFYDNohasJiYmaujQoSoqKgraXlRUpJEjR7b4fYqLi5WVlWX18FyPAisAsE54gVXDfW/IyioFVoD9opoGMHPmTE2cOFHDhg1TXl6ennvuOZWWlmrq1KmSGk7hf/HFF3rppZckSQsXLlSvXr00YMAA1dbWauXKlVq1apVWrVoVzWG6ksfDyioAWCW0wMowC6z8W08XWDHnAraLarB644036vDhw3r44YdVVlam3NxcrV27Vj179pQklZWVBfVcra2t1axZs/TFF18oOTlZAwYM0Jtvvqnx48dHc5iuRLI/AFgntMBKYWkAp59j0gVsF/UCq2nTpmnatGkRn1u+fHnQ49mzZ2v27NnRHlKbQLI/AFiHNAAgdkX9cquIDpL9AcA6QZ1VjIDHZusq0gAApxCsupT/1BQrqwDQeuF9VhuEpgGQBwDYj2DVpcwCK4fHAQBtQeAX/8hpAKysAk4hWHUpkv0BwDpBWQABaQDmiqo55zLpAnYjWHUpCqwAwDqBM6nPMMzgNXRllRkXsB/BqkuZV7ByeBwA0Bb4As7vN+SsBq+sNtYJ2DsuAASrrkWyPwBEiRE+tXpIAwAcQ7DqUiT7A4B1wvusNmwITQMAYD+CVbfiWz4AWKa5y63SLhBwDsGqS5E/BQDWCe6zagT0WQ2OVolVAfsRrLoUlakAYJ3gPquNZ638nVdIvQKcQ7DqUiT7A4B1wvusNtwPTQMwWCIAbEew6lLmyirzJgBYIDBntbHAyhPaZ5U5F7AdwapL8S0fAKwTeHrfkAJyVk//5GwW4BiCVbci2R8ALBOcBmAEpAF4Tv8M3w+APQhWXYpkfwCwTuBZqkgFVh6KWgHHEKy6FGkAAGAdn6/xflAaAH1WAccRrLoUp6QAwDpGSIGVmQYg0gAApxGsulRjZSozJwC0VmjrqsZuAA3bmHMB5xCsuhTf8gHAOkHBqiIUWJnPAbAbwapLeSiwAgDLBBVY+RpXVsMKrJhzAdsRrLoUBVYAYB1fyMqqX2jOKgVWgP0IVl2KNAAAsE5gLmrky63SugpwCsGqS5HsDwDWCZxJIxdYNT4HwF4Eqy5Fsj8AWCdoZTUgESC8dRWzLmA3glWXaiywYuIEgNYKbV0VegUrL1ewAhxDsOpS5KwCgHUCC6x8RnjrKv/pLB8tWADbEay6FMn+AGCd4DSASJdbZc4FnEKw6lJe2qgAgGUCZ1KfEd5nlQIrwDkEqy7locIKACzjC0labXxIn1XAaQSrLuUh2R8ArGME3/X3AwhNAwBgP4JVl/KQ7A8AlglOAzDk8zXc93cB8NK6CnAMwapLkewPANbxhVzBys9cTzXbBdo3JgANCFZdigIrALBO031WQ1ZWWSIAbEew6lL0WQUA6wR+8fcZhrmCGpqzysoqYD+CVZci2R8ArBMag4auoLJAADiHYNWlSAMAAAuFXMHKv4IamgZApQBgP4JVt/K3rmLeBIBWCy2wMkLTAPwFVj67RwaAYNWl/F/yWVkFgNYzQvqsKqTPauNzzLmA3QhWXcrLRQEAwDJhfVbD0gA4mwU4hWDVpUj2BwDr+EKWVv2tq/wLq42XW7V3XABsCFaffvpp5eTkqF27dho6dKjefffdM+6/ceNGDR06VO3atVPv3r21dOnSaA/RlbiaCgBYJzQNwP/QQ59VwHFRDVZfe+01FRQUaO7cuSouLtYVV1yhcePGqbS0NOL++/bt0/jx43XFFVeouLhY999/v+6++26tWrUqmsN0JQ+npADAMkZon1VfcM6qedVA5lzAdlENVhcsWKA77rhDkydPVv/+/bVw4UJ1795dzzzzTMT9ly5dqh49emjhwoXq37+/Jk+erNtvv11PPvlkNIfpanzLB4DWC5xJDSNgZdX/k7NZgGOiFqzW1tZq+/btys/PD9qen5+vTZs2RXzN5s2bw/a/5pprtG3bNp06dSpaQ3UlL9epBgDLBMagPsMwH/vnWg9FrYBj4qP1xpWVlaqvr1dGRkbQ9oyMDJWXl0d8TXl5ecT96+rqVFlZqaysrLDX1NTUqKamxnxcXV1twehjHwVWAGCd8D6roWkA/v1sHhiA6BdYeUKa1BmGEbatuf0jbfcrLCxUWlqaeevevXsrR+wO/r8Gp6QAoPXCL7fawJ+rShoA4JyoBavp6emKi4sLW0WtqKgIWz31y8zMjLh/fHy8OnfuHPE1c+bMUVVVlXk7ePCgNb9AjKPPKgBYJ6zAKmRllTkXcE7UgtXExEQNHTpURUVFQduLioo0cuTIiK/Jy8sL23/dunUaNmyYEhISIr4mKSlJHTp0CLqdD/iWDwDWCWpdFfFyq/7nmHMBu0U1DWDmzJl6/vnntWzZMu3evVszZsxQaWmppk6dKqlhVfSWW24x9586daoOHDigmTNnavfu3Vq2bJleeOEFzZo1K5rDdCUPBVYAYJnAzipGwKOwAivmXMB2USuwkqQbb7xRhw8f1sMPP6yysjLl5uZq7dq16tmzpySprKwsqOdqTk6O1q5dqxkzZmjJkiXKzs7W4sWL9bOf/Syaw3QlM2fV0VEAQNvg8wXcP2OBFbMuYLeoBquSNG3aNE2bNi3ic8uXLw/bNnr0aH344YdRHpX7cUoKAKwT1mfVnwYQVmBl77gA2NANANHh5ZQUAFjGCGpd1Vhg5aXACnAcwapLmd/ymToBoNWCCqwUEJSGpAFwNguwH8GqS5n5U74z7gYAaIGgAquAK1iRBgA4j2DVpRov/cfMCQCtFXy51cb7XrN1FWkAgFMIVl2Kb/kAYB1fULDa+MAfpNINAHAOwapLeemzCgCWCTxL5QuYWMMKrJhzAdsRrLqUx7zHzAkArRX4xb8+cGU1JGeVlVXAfgSrLkUaAABYyAhcWQ3YHnK5VQD2I1h1qcbLrRKtAkBrBc6kgSurpAEAziNYdSkutwoA1gnMU41UYBXpOQD2IFh1KQqsAMA6oZdb9WNlFXAewapLNeasMnMCQGs1NZWGXRSA81mA7QhWXYpkfwCwTlOn9z3m5VY5mwU4hWDVpbwUWAFA1HnMNIDTG5hyAdsRrLocsSoAtB5pAEDsIlh1KQ/J/gBgmebSAEQaAOAYglWX8nI1FQCwTFMzqT/lyktRK+AYglWX8p+aYtoEgNZrcmXV/5N2gYBjCFZdim/5AGCdJnNWQwqsmHEB+xGsulRjn1VnxwEAbZl/RdXMXWXSBWxHsOpapAEAgFV8Ec7vB/azps8q4ByCVZeiwAoArBNpJvUGRKu0rgKcQ7DqUrSuAgDrRJpLAy8UyJwLOIdg1aW4mAoAWCfSWargNAD/fvaMB0AjglWX8p4+cnQDAIDWizSTegKiVa+5ssqcC9iNYNWlzD6rzJsA0GqRgtDgNAD/fvaMB0AjglWX8lBgBQCWiTSVUmAFxAaCVZci2R8ArBMpCI3Uuoo5F7AfwapLUWAFANaJVDgVKQ2As1mA/QhWXYpkfwCwTnNpAOaca9eAAJgIVl2KZH8AsE7EXNTANABOZwGOIVh1qcaef8ycANBazV4U4PRP5lzAfgSrLuXhlBQAWCZSSpXXG9gNgDkXcArBqks1pgEwdQJAa1FgBcQuglWX8tK6CgAs0+ICK+ZcwHYEqy7V2KAaANBazfdZPb0fky5gO4JVl2qcOJk5AaC1Ik+lEa5gxZwL2I5g1aX8yf6R8qwAAGcnYoGVJ/A+BVaAUwhWXYrrVAOAdSLNpIFpAOZ+TLmA7QhWXcrs+edzdBgA0CZEqvL3REgDoBsAYD+CVZfyRvrKDwA4J5G7AQTeJw0AcArBqkuR7A8A1onYZ9VDgRUQC6IarH7zzTeaOHGi0tLSlJaWpokTJ+rIkSNnfM2kSZPk8XiCbiNGjIjmMF3JS4EVAFjozK2r6LMKOCc+mm9+88036/PPP9fbb78tSfqP//gPTZw4UW+88cYZX3fttdfqxRdfNB8nJiZGc5iuRoEVALRepCA0Yp9VW0YDIFDUgtXdu3fr7bff1pYtWzR8+HBJ0n//938rLy9Pe/bsUd++fZt8bVJSkjIzM6M1tDah8ZSUs+MAgLaAAisgdkUtDWDz5s1KS0szA1VJGjFihNLS0rRp06YzvnbDhg3q2rWr+vTpoylTpqiioqLJfWtqalRdXR10Ox+QBgAA1mmuwMpDGgDgmKgFq+Xl5eratWvY9q5du6q8vLzJ140bN06vvPKK/vGPf+gPf/iDtm7dqquuuko1NTUR9y8sLDRzYtPS0tS9e3fLfodY1nh6ipkTAForcp/VgJVV/35Eq4DtzjpYnTdvXlgBVOht27ZtkoL/ofsZhhFxu9+NN96o6667Trm5ubr++uv11ltv6ZNPPtGbb74Zcf85c+aoqqrKvB08ePBsfyVXYmUVAKwTMQ2AAisgJpx1zur06dN10003nXGfXr16aceOHfryyy/Dnvvqq6+UkZHR4s/LyspSz549tXfv3ojPJyUlKSkpqcXv11bwLR8ALBSpwCrwvqfJ3QBE2VkHq+np6UpPT292v7y8PFVVVemDDz7Q97//fUnS+++/r6qqKo0cObLFn3f48GEdPHhQWVlZZzvUNo2JEwCsE3llNTANwNPkfgCiK2o5q/3799e1116rKVOmaMuWLdqyZYumTJmiCRMmBHUC6Nevn1avXi1JOnbsmGbNmqXNmzdr//792rBhg66//nqlp6frJz/5SbSG6kr+SdRHHgAAtFqkmTS4wOr0fky5gO2ielGAV155RQMHDlR+fr7y8/M1aNAgvfzyy0H77NmzR1VVVZKkuLg47dy5UzfccIP69OmjW2+9VX369NHmzZuVmpoazaG6Dj3/AMA6EfusRmhdRW9rwH5RvShAp06dtHLlyjPuE5hzmZycrL/97W/RHFKb4SEPAAAs01yBlYeiVsAxUV1ZRfR4aVANAJZprnWVl9NZgGMIVl3Kf3qKeRMALNBcNwBzzmXWBexGsOpSXPoPAKwTaS71BvwP2Xg2y6YBATARrLoUlakAYJ3mCqxkzrlMuoDdCFZdyrxOtcPjAIC2oNkCK1FgBTiFYNWlvHzLBwDLtLjACoDtCFZdykz2J1YFgFaLnAYQcD8gcGWRALAXwapL0WYVAKwTKQD1hKesSiIVALAbwapL0Q0AAKwT+XKrnoj3WVkF7EWw6lKkAQCAdSKurDbxgGkXsBfBqksFJvvzLR8AWifSqX1vEwVWnNEC7EWw6lLByf4ODgQA2oCI02hgzipzLuAYglWXCjw9xbwJAK3TXBpA0JzLpAvYimDVpQJPT3FKCgBaJ9I02mSBFUsEgK0IVt0qKGfVuWEAQFsQKQANal3FnAs4hmDVpTwk+wOAZXy+8G2eJq5axZwL2Itg1aW8Tc2iAICzFmlltek0AAB2Ilh1KZL9AcA6zc2jpAEAziFYdSkKrADAOmdVYMWcC9iKYNWlPFxNBQAs02yBVeC+TLqArQhW2wC+5QNA60S6glVQn1WKWgHHEKy6VHAagIMDAYA2INKX/sB51kOBFeAYglWX8nAJKwCwTKRpNLTpiv8xC6uAvQhWXSpwDuWUFAC0TuQzVJ6Ij0i9AuxFsOpS9PwDAAtFTAMIfdywgTkXsBfBqksF9/xj6gSA1iANAIhdBKsu5aHACgAsEymdKvRKgf55l9QrwF4Eqy5mfsvnpBQAtEqk+DNsZdW/b9RHAyAQwaqLmfMoMycAtErkPquhK6un9+V0FmArglUX85qnpBweCAC4XKTc/9CV1dC0AAD2IFh1MdIAAMBagR0APKE5q6d/krIK2Itg1cU8rKwCgCX8RVNxAdFqU62rKLAC7EWw6mI0qAYAa/in0cDV1LCT/ubZLAB2Ilh1MXr+AYA1/NNoXGCw2mQaAJMuYCeCVRczr6bCvAkArRIpDSCswMpL6hXgBIJVF2vs+cfMCQCtYqYBNG4Ka10VujMAWxCsupiHlVUAsERLVlYpagWcQbDqYmaDaqJVAGiVSDmr4d0ATu/LlAvYimDVxbj0HwBYwx+AegNXVsP6AZw+m8WsC9iKYNXF/JMqlakA0Dr+M1SBq6nekP8h/c/5fDYNCoAkglVX42oqAGAN/zwaF5SoGlJgxVUDAUdENVj9/e9/r5EjR6p9+/a68MILW/QawzA0b948ZWdnKzk5WWPGjNGuXbuiOUzXMgusHB4HALQV3jMVWImiVsAJUQ1Wa2tr9fOf/1x33nlni1/z+OOPa8GCBXrqqae0detWZWZm6oc//KGOHj0axZG6k5cCKwCwRMsut9rwkykXsFdUg9WHHnpIM2bM0MCBA1u0v2EYWrhwoebOnauf/vSnys3N1YoVK3TixAn98Y9/jOZQXYpv+QBghUhpAGF9Vj0UWAFOiHd6AIH27dun8vJy5efnm9uSkpI0evRobdq0Sf/5n//p4Ohij39O/bD0Gx0+VuvsYADAxWrq6iWFXBQgtBnAaSUHj6j62zobRgXYr29mqrqkJjk9jCAxFayWl5dLkjIyMoK2Z2Rk6MCBAxFfU1NTo5qaGvNxdXV19AYYY+JPn5Oau/pfDo8EANqGxPg4835cSB5AfFzD4wf+TB0F2q4lN1+m6wZlOT2MIGcdrM6bN08PPfTQGffZunWrhg0bds6D8oR8nTUMI2ybX2FhYbPjaav+Y1Rvvbb1oNPDAIA24ZKMVN04rLue+NvHivN69ONLLwp6fvIVvfXKlsgLJ0BbkdouptYxJZ1DsDp9+nTddNNNZ9ynV69e5zSYzMxMSQ0rrFlZjVF9RUVF2Gqr35w5czRz5kzzcXV1tbp3735On+82t/0gR7f9IMfpYQBAm3L5JZdH3D5xRE9NHNHT5tEAOOtgNT09Xenp6dEYi3JycpSZmamioiINGTJEUkNHgY0bN+qxxx6L+JqkpCQlJcVWbgUAAACsEdVuAKWlpSopKVFpaanq6+tVUlKikpISHTt2zNynX79+Wr16taSG0/8FBQV69NFHtXr1av3rX//SpEmT1L59e918883RHCoAAABiUFQTEx544AGtWLHCfOxfLV2/fr3GjBkjSdqzZ4+qqqrMfWbPnq1vv/1W06ZN0zfffKPhw4dr3bp1Sk1NjeZQAQAAEIM8Rhu7sHx1dbXS0tJUVVWlDh06OD2cc1bnq9Oy4mWSpNuH3K54b+wlPAMAAJyLs4nXopoGAAAAALQGwSoAAABiFsEqAAAAYlabS4T0p+C6/UpWdb46fXvsW0kNvws5qwAAoK3wx2ktKZ1qcwVWn3/++XlzUQAAAAA3O3jwoLp163bGfdpcsOrz+XTo0CGlpqY2eYlWq/mvmnXw4EFXdyA4n3EM3Y9j6H4cQ3fj+LmfncfQMAwdPXpU2dnZ8nrPnJXa5s4te73eZiP0aOnQoQP/QF2OY+h+HEP34xi6G8fP/ew6hmlpaS3ajwIrAAAAxCyCVQAAAMQsglULJCUl6cEHH1RSUpLTQ8E54hi6H8fQ/TiG7sbxc79YPYZtrsAKAAAAbQcrqwAAAIhZBKsAAACIWQSrAAAAiFkEqwAAAIhZBKut9PTTTysnJ0ft2rXT0KFD9e677zo9JJz2zjvv6Prrr1d2drY8Ho/WrFkT9LxhGJo3b56ys7OVnJysMWPGaNeuXUH71NTU6Fe/+pXS09OVkpKiH/3oR/r8889t/C3OX4WFhfre976n1NRUde3aVT/+8Y+1Z8+eoH04hrHtmWee0aBBg8wG43l5eXrrrbfM5zl+7lNYWCiPx6OCggJzG8cxts2bN08ejyfolpmZaT7vhuNHsNoKr732mgoKCjR37lwVFxfriiuu0Lhx41RaWur00CDp+PHjGjx4sJ566qmIzz/++ONasGCBnnrqKW3dulWZmZn64Q9/qKNHj5r7FBQUaPXq1Xr11Vf13nvv6dixY5owYYLq6+vt+jXOWxs3btRdd92lLVu2qKioSHV1dcrPz9fx48fNfTiGsa1bt26aP3++tm3bpm3btumqq67SDTfcYP5HyPFzl61bt+q5557ToEGDgrZzHGPfgAEDVFZWZt527txpPueK42fgnH3/+983pk6dGrStX79+xq9//WuHRoSmSDJWr15tPvb5fEZmZqYxf/58c9vJkyeNtLQ0Y+nSpYZhGMaRI0eMhIQE49VXXzX3+eKLLwyv12u8/fbbto0dDSoqKgxJxsaNGw3D4Bi6VceOHY3nn3+e4+cyR48eNS655BKjqKjIGD16tHHPPfcYhsG/Qzd48MEHjcGDB0d8zi3Hj5XVc1RbW6vt27crPz8/aHt+fr42bdrk0KjQUvv27VN5eXnQ8UtKStLo0aPN47d9+3adOnUqaJ/s7Gzl5uZyjB1QVVUlSerUqZMkjqHb1NfX69VXX9Xx48eVl5fH8XOZu+66S9ddd52uvvrqoO0cR3fYu3evsrOzlZOTo5tuukmfffaZJPccv3hbPqUNqqysVH19vTIyMoK2Z2RkqLy83KFRoaX8xyjS8Ttw4IC5T2Jiojp27Bi2D8fYXoZhaObMmbr88suVm5sriWPoFjt37lReXp5OnjypCy64QKtXr9Z3v/td8z85jl/se/XVV7V9+3Zt27Yt7Dn+Hca+4cOH66WXXlKfPn305Zdf6ne/+51GjhypXbt2ueb4Eay2ksfjCXpsGEbYNsSuczl+HGP7TZ8+XTt27NB7770X9hzHMLb17dtXJSUlOnLkiFatWqVbb71VGzduNJ/n+MW2gwcP6p577tG6devUrl27JvfjOMaucePGmfcHDhyovLw8fec739GKFSs0YsQISbF//EgDOEfp6emKi4sL+1ZRUVER9g0FscdfCXmm45eZmana2lp98803Te6D6PvVr36lv/zlL1q/fr26detmbucYukNiYqIuvvhiDRs2TIWFhRo8eLAWLVrE8XOJ7du3q6KiQkOHDlV8fLzi4+O1ceNGLV68WPHx8eZx4Di6R0pKigYOHKi9e/e65t8hweo5SkxM1NChQ1VUVBS0vaioSCNHjnRoVGipnJwcZWZmBh2/2tpabdy40Tx+Q4cOVUJCQtA+ZWVl+te//sUxtoFhGJo+fbpef/11/eMf/1BOTk7Q8xxDdzIMQzU1NRw/lxg7dqx27typkpIS8zZs2DD98pe/VElJiXr37s1xdJmamhrt3r1bWVlZ7vl3aEsZVxv16quvGgkJCcYLL7xgfPTRR0ZBQYGRkpJi7N+/3+mhwWioXi0uLjaKi4sNScaCBQuM4uJi48CBA4ZhGMb8+fONtLQ04/XXXzd27txp/OIXvzCysrKM6upq8z2mTp1qdOvWzfj73/9ufPjhh8ZVV11lDB482Kirq3Pq1zpv3HnnnUZaWpqxYcMGo6yszLydOHHC3IdjGNvmzJljvPPOO8a+ffuMHTt2GPfff7/h9XqNdevWGYbB8XOrwG4AhsFxjHX33nuvsWHDBuOzzz4ztmzZYkyYMMFITU01YxU3HD+C1VZasmSJ0bNnTyMxMdG47LLLzLY6cN769esNSWG3W2+91TCMhpYdDz74oJGZmWkkJSUZo0aNMnbu3Bn0Ht9++60xffp0o1OnTkZycrIxYcIEo7S01IHf5vwT6dhJMl588UVzH45hbLv99tvN+bFLly7G2LFjzUDVMDh+bhUarHIcY9uNN95oZGVlGQkJCUZ2drbx05/+1Ni1a5f5vBuOn8cwDMOeNVwAAADg7JCzCgAAgJhFsAoAAICYRbAKAACAmEWwCgAAgJhFsAoAAICYRbAKAACAmEWwCgAAgJhFsAoAAICYRbAKAACAmEWwCgAAgJhFsAoAAICYRbAKAACAmPX/ARQIsGNXBr4tAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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R756O4462h/jf27oHX565THJ9Zf8K67oTv8fbDEf/7X9/8aTueOCyYQH35J9vPPAqVm78zPqM5rE7vntnvNg4CgDwnYdfw1/f225tY7bt3a0TXmwchbH/zzK88/Ee63NdduZxmPyV/gXtv7UtgxNvesHat9n390cdj2vOOj7QZ1Nx8f1/xaqmHZa93/h8b/zn+M9Fsi8SDlo5qyNGjMBzzz3nWrdo0SIMHz5cqVetqalBTY1e2oowSLdHIeisEgJk2m+EDG+IUJkwYQJ27NiBZ555Jm5TQsU5PJ0xbOcqLUR30ymzjek8GtY2zvVBrztx80zG3o+5L9G2UmHuVfzsTnvMv63jkTFHPIX329f7+SzOtqU6Hh570xxx0Z1IJwXYs2cPVq9ejdWrVwPIlqZavXo1mpqaAGSjoldccYXVfuLEidi4cSOmTJmC9evXY968eZg7dy6mTp0apZlaYt+nfDgTYkV9yvB2mDBhAlKplOffe++Fr+sbM2YMGhsb87abPn261KbOnTvn3bYUGI4LxTDUzqYlTTDstq5Xq5OA9ggdZKz92FFfxOQviYERW3rnbSseF7GJ+bn8+JnOts7jEaXvbnadiffQEx9EGlldsWIFvvSlL1nL5nD9lVdeifnz52PLli2W4woA/fr1w/PPP4/Jkydjzpw5aGhowOzZs8u0bFX7F0jMVhCiBWbkK2Yz4uK8887DI4884lrXo0ePmKwBpk6d6pms5ZxzzsHppxefhBQdhuVkiQ6QFVW0W7pfQ7ruPDKAjN2vyvErGW5/3bbHYVDK49C615uv5ufy81mcWuZSHQ9zl230VhNDpJHVMWPGWL+UnP/mz58PAJg/fz6WLl3q2mb06NF488030dLSgg0bNpTt7FXmqEQ5RpIIEckIUZ9yo6amBnV1da5/9957L0455RR07twZffr0waRJk7Bnj11Gb/r06Tj11FNd/cyaNQt9+/aV7mPChAlYtmwZ7r33XitS+sEHH0jbHnHEES5bPv74Y7z11lu4+uqrQ/rEwXBGUjOG/T3qlQGIw9v2NoC9XVAZgLi9U3YQtwxAJYVwywBUbeTv+x1WTzm2N4rsw9/+3Oc9rmNPCkcrzSqxEUanCClrrAhXSDeEYRjYf8h/Lcgw6FhVEUpmfDqdxuzZs9G3b19s2LABkyZNwrRp03D//fcX1d+9996Ld955B4MHD8Ytt9wCoPDo7cMPP4z+/fvjrLPOKmrfYeO8TgzDTtvxRFaFoIDh2Ca7HM51J25uRVaN3MPupSAFRdTU1ab9PeHV3NYTqfRtQ3ufhnz/YWP2XUwkmMQDnVVNSfH2IcRCHKYNyv5DbfjcL/4USl9+eeuWc9Gp2t9X7x/+8AcccYRdtH3cuHH4/e9/by3369cPv/rVr3DdddcV7azW1taiuroanTp1Ql1dXcHbtbS04IknnsDPfvazovYbBU7nMuNygOTfq+Kwv9hP0OvOk2AlkRfE9Y0vBkYsWx3es0rba642j2umSMc7lUoBRvYoy/YfNikhEszAqv7QWdUUWwbA2CohVnZ2tJPaaMuXvvQlPPDAA9Zy586dsWTJEtx222146623sGvXLrS2tuLAgQPYu3dvqIlOJ598MjZuzBZOP+uss/DCCy+43n/66aexe/duV7Js3DiH3bND7e5haxNzqFk17B/WdSd+jzurDcQ9FG0nWJmf2XusxGF+28lLCe+7+yzcBqAN4vHw1YXP/bnPO2UA+kNnVVNEQTsh5Yw4LBuUjlUVeOuWc0Ppq5h9+6Vz58448cQTreWNGzfi/PPPx8SJE/GrX/0KRx11FF555RVcffXV1mxd6XTa4ySZ7/nh+eeft7Yzp0118vDDD2P8+PG+orFRYwh/W8uKBCsrYijWVw3pCzi3DEBuW6lQSSHc5rgTfj1tAiRYZdtnhQCG4ZUYRIEoW6Crqj90VjXFHnWht0qIHfEKp79UKuV7KF4nVqxYgdbWVtxzzz1Ip7N5sv/7v//ratOjRw80NzfDMAzrx69ZRlBFdXU12trcWt7jjjtO2X7Dhg1YsmQJnn322SI+RXSIpasKTrASrjOx3mqxZIQL166zGn+ClYmfBCs7kUp4v4g6q4AiwaoUkVWrXizdVd2JtBoAKR7eO4TYGBDCPmXOCSecgNbWVvzXf/0X3n//fTz22GN48MEHXW3GjBmDTz75BHfeeSf+9a9/Yc6cOZ4hfJG+ffvi9ddfxwcffIBt27Yhk2f8e968eaivr8e4ceMCf6YwcWtW7QXxa9Wr1xS1qxElWDmdaTP5K9guisZbZzX76i5d5X7P/EBWglX7avNz+des2v2ryoxFQbH2ktJDZ1VTxAxNQsqZsBJdDhdOPfVUzJw5E3fccQcGDx6MJ554AjNmzHC1GTRoEO6//37MmTMHQ4cOxd/+9re8E6xMnToVFRUV+NznPocePXq46mCLZDIZzJ8/HxMmTEBFhX9pQ5Q4rxKXsyp4JVaWu5DwJCYbRZZgVWLnTIbHYTfXO9znlEcG4HbyxFJQvm1w7Ks0MgAhIYxCAO1J7jjYYU5a+AIhpJwRh2XLCbMutcjkyZMxefJk17rLL7/ctTxx4kRPreobb7xR2Xf//v2xfPnyguxKp9PYtGlTQW1LjavOqiM4LA4t205LdlnUqoZ13XkSrKx6roZ02L2UeKUQ3mijOdxvHZd2+z0JVhl3n4XbAGvfpcjQ99ob3b5IODCyqisclyDEQlVaiBAZzsvEOeQuRtDEr1mxnm9kdVZ1iqyaf+SSAYi1WIVtzfeLlwHY/dv7jzCy2v5KGUByoLOqKfbwVKxmEKIF4kOSkFyoZADKagAwJw9wb29vGo0MwJlgFZdqVUzmlQ7DC6UUPRMZiHVL/doA0wZVNYJw8cgA6K1qD51VTUkJXw6ElDPisCwhuRCrAZh46qw6nJSM4R0KF6sEFIuo5XT++DKdxLiGor1SCHemP+CtSypWMBCnBw9nulVfXfhCtJe+qv7QWdUUTrdKiI2dhcw7guRHdZl4Eqwci4ZheDLine8FsifHG3E7TOIonmWPK8Gq/T1rjTuC6pFX+LVBJgMoyYSrpdgXCQM6q5qS9n47EFK2lHOCFfGPKitdlWCV3UaWYBVNZNW5Pu4EK3HqUWmClTDS54msCp6E32F1Z/+lTLBSLRP9oLOqKWKpEELKGVtPF+yOyFc3lERHKY+9MrKaI8HKgO04ekpXhZ1h5VhdCo1mLqw6q+3LsgQncUZFcdatfIlr+Ug5bChJgpXnR0tkuyIhwdJVmsKbhxAb1fBsoVRXVyOdTmPz5s3o0aMHqqurmVRRIgzDwMGDB/HJJ58gnU6juro6+n0q1nucFOc2hsxJzd1f4fbIeyhV9nsurN0KjrrTGnugz/2j0ZIBeI6rT82qw4RSTJLglS3wu0B36KxqStAiy4QcTgRNsEqn0+jXrx+2bNmCzZs3h2gZKZROnTrh2GOPtaaHjRJVJFR0qpxD70aOBKugX8OqoHKp6ormQkywsqZSTeVqg/Y2Kdf7Jn6H1Z3Pu1JMP+uVLUS2KxISdFY1hfcOITZ2xKt4r6G6uhrHHnssWltb0dbWFo5hpCAqKipQWVlZsuhh8TIA9/ZhXHfOfmTrpaWiSogd1XR/aLcMwGzjbmvNYCX26dtZdfRfgoQz73XAJ67u0FnVFJauIsQmrAhXKpVCVVUVqqqqQrCK6IpqRCrXcLVTBmBfb9EmWJUqoSgXqshqThmA4FCGJgNo/0/cf+jkkIMQPWGClabElRlKiI6IMwoRkgvVVSJ+rzoXnZn5Vj8hXXeqH1nOSGJcGeni1N5WpNdxcKwkLOF42HVWgyVYOfvPWI5whDKAgLIFUnrorGoK66wSYsMyq8QPahmAsOySAagTq4Jfd+rIqsw5LCWiDEA63WpK3kbsw25f3KQA2YSz6CPNQe0lpYfOqqaIpUIIKWfEhBdCclGoDMCVYJWJMMFKsX3GADIZPWQA5meMI8HKniGrRAlWrLOaOOisagrnBCDEQUglhEh545nByvG34Rjs95SwikoG4NhXbAlW1iieWLrKR4JVSHVL3ccjOjyRVEZWtYfOqqaIte8IKWcMzx+EqJElpsr8EafT4qx5GrYMQF1n1ZAOu5cSawIa4cO6ZADmWx6H1v0q9lmwDU6ZQRwygOh2RUKCzqqmpIVhF0LKGXOolDIAUgiy703ZsLJz+NdZ89RbDSDYdaf6HnfWdo07wUo1xO/8O2M589EkWGUM+f7DxitboLuqO3RWNYW3DiE24vAsIbmQ+Zay71RXZNX6n7efoNedqgShM+KqjQzACvV621izXOUrXVVkgpVLjBFlZJUqgMRBZ1VTWA2AEBsmWBE/yK6TfA6Jq86qEMkPLAPIlWAVd51VQQaQkfiKYg6FHSk2E6zEPv3aAMsGia8cOpQBJA86q5qSordKiIWoJSQkF7LLRBXts+qMOmQAMq1qkAla1JpVZ5QyHpfJnHrUED67c2hcnP7brrPqfh+SbQuyocQyAG+dVbqrukNnVVNEQTshhM4qKRBZZFXR1CrdBO+PImcvQa49dTWAEs3YlBOh4L8swcpTDcC9Plf9Wh8mtCeclSDBiqHVxEFnVVPSji9QQsodMeGFkFwUmmCVXW9uo06wcq4Ly55s/6WJJOYiZX1+2ybRHr8JVsXXWZXvP2yYYJU86KxqijhjCCHlTFiJLqQ8kI1IqfwRp2ZTTORzyQCC2KNKsNKgdJU93ap7iF+uWRVKVykSrPyGKp39lyLSHFRjS0oPnVVN4Q89QmzsTOWYDSGJoNBqAM43XNUABG2mqs+C7VGsz0YS45UBiAlW1ueUVgNwtzG3DSoDcPYv23/YBJYtkJJDZ1VTLBkAH86EOGpA8oYg+SlKBpBxygC8/QS59tSRVcewd0yFVtPCKF7uOqtumYTZJGjCkjvByi0xiAImWCUPOquaw0czIZQBEH9IE1PzyACy27m3D+u3USEJVnHhTDDLvkoivcoEK3mGVbGun/NolFQGQF9Ve+isakqKkVVCLKyyOrwhSAH4kQE4M93F6KIzmhpFgpWzVFPcDpNYU9Y93arboc0I0gVxQgP/MgDH864EpbzomyYPOquaYo8I8eFMCOusEj/IftSohtmdQ9xiRry7zwD2qL7HHQlWcQ1Fi5IzMdM/+3f2VXTYzfXiofUvA7D7L8X0s6wGkDzorGqKOGMIIeWMmIVMSC58RVbbX52OmGfqUQStBqBY79hXbAlWwvwz0shqHhlA0LqlThvESgNRQBlA8qCzqilMsCLEhglWxA9+EqzEOqOAd+rR7N/hJ1hlNIisis56RnBEAa9tUSVYOWcRi1IGwASr5EFnVVPEUiGElDOUARA/+Kqz6nCUrO0F/ab4t397FOudpaviqrOadodWc9VZFaejtUpXBUywsh53juoIkSZY5Vkm+kFnVVvcgnZCyhnZsCwhKuSXSe7IapvLWW1/dX4DB3FWC0iwigsxLiKdpMCjaxXbBEuwcvbvqTQQAZQBJA86q5oizipCSDnDyCrxgzTBSuGQmEPAbQ6vMew6q6ptnaWa4ptutT3BLOP+QZgrwUpMggozwcoQ+o4C0b4oHWMSDnRWNUUUtBNSzhjC8CMhuZBdJ+rpVtu3cQVRvb+OokiwggYyAE+Clbne2UYx0he6DMC1/ygzrHIuEg2hs6opaYpWCbFgghXxg+w6USdYeSOrYSdYqbbVM8HKm+CUFoInZhQ2nTbfDxapTEtlAL66KGp/qmWiH5E7q/fffz/69euHDh06YNiwYXj55ZeVbZcuXYpUKuX5989//jNqM7VD/LVLSDkj6ukIyUUxkwK4NatmJN/rwIaJYTgSmuJKsMqrR3WO9IkjHCnH/73tC8XZv1hpIAqC2ktKT6TO6u9+9zs0NjbipptuwqpVq3DWWWdh3LhxaGpqyrnd22+/jS1btlj/TjrppCjN1BJrCIQPZ0KkzgMhKuQyAEVktf0144ysmq8yaUAx9uSqs1qC7PdciIdFNgwvzqgoOrTisfUvA7BlBqWQATDBKnlE6qzOnDkTV199Na655hoMGjQIs2bNQp8+ffDAAw/k3K5nz56oq6uz/lVUVERpppbIav8RUq7IhmUJUSFLsFI5JPIEK3fN0WyfxduTSwZQirqiuVDJANKyyCrkbUTTVbOFKW2QJVhF6J0wwSp5RHY5HDx4ECtXrsTYsWNd68eOHYtXX30157annXYa6uvrcc4552DJkiU527a0tGDXrl2uf4cDvHkIsbETXuK1gyQDqQxAWWc1+ypzTMOSAeSus5rbvqgRo6aQ2GNGOTPCbWglWImlq3zbAMsGO9IcYWQ1zzLRj8ic1W3btqGtrQ29evVyre/Vqxeam5ul29TX1+Ohhx7CU089haeffhoDBgzAOeecg5deekm5nxkzZqC2ttb616dPn1A/R1wwvYoQG2ndS0IUyDWreWQAssz/qGUAhmHPGBWTyyRGTS1H1OGteqrTCLrSoMPqUhlApLMCMLKaNCqj3oF4ERiGobwwBgwYgAEDBljLI0aMwKZNm3D33Xdj1KhR0m1uuOEGTJkyxVretWvXYeGwWqMozCghRDosS4gKeTUAeVt5NQD3cHf273DtAeByD6OsK5oLc0jcqriR8SY42dUA3Pehua1ou+9qAGm7f5kMIWy8dWGj2xcJh8giq927d0dFRYUnirp161ZPtDUXZ555Jt59913l+zU1Nejatavr3+GANTQTsx2E6ICd2ME7guTHV4KVtBqA+zX7d/jXnhYyAIctgCLBSqizKkaZQ0uwMpzHPEoZgGgvvVXdicxZra6uxrBhw7B48WLX+sWLF2PkyJEF97Nq1SrU19eHbZ72cFIAQmxkMwoRokIWycyXYJWJMsFKceFqkWDliZrmSLBSRFY9CVY+P4szwYqRVSIjUhnAlClTcPnll2P48OEYMWIEHnroITQ1NWHixIkAskP4H330ER599FEAwKxZs9C3b1+cfPLJOHjwIB5//HE89dRTeOqpp6I0U0tUM4YQUp7wTiA+KKLOaiwJVnBGMuMhX1kqZ5uMoo0nUum7zqrDBsO9Lgo8XdNZ1Z5IndVLLrkE27dvxy233IItW7Zg8ODBeP7553HccccBALZs2eKquXrw4EFMnToVH330ETp27IiTTz4Zf/zjH3H++edHaaaWcAIrQmzE4VgmRJBcFFNntS2OOqvOBKu4I6vi0L5LBmC2cbc113unW/UZWXX0Xwrn3Stb4PeJ7kSeYDVp0iRMmjRJ+t78+fNdy9OmTcO0adOiNikRmMMSGXqrhHgSXSr4bCE58JNgZScYeWUAhnDdhWlPtn97H3ENRYtlqWTD8GKClTVFbFqVYOXPBut555IBlC6yShmA/kQ+3SopDv7SI8TG+ahnkhXJh5/SVXA4SnYHrpf2PgNEVlXrHW/EN92q2xbLJlfpKlEqIERWQ5IBoEQJZ157+bzVHTqrmiIK2gkpZ5xRLSZZkXz4SbCSyQDE2Zyyfxdvj+p73JVgFXedVeEzp2RtrBmszDfc71vti5YBGCWppczpVpMHnVVN4S89QmycD3tODEDy4UezKpMByDSrQRIIlJpVlCaSmAvz89t6VPd6wJFglWlv46kG4Dbe71SpzgQuq9JAhGPzrAaQPOisagpLVxEih/cEyUsR1QDaMo7NpTKAIObk0qyadsTrMYl6VPd0q+1trGkMRBmAG9+RVefzzty/rx784bWP3qru0FnVFFFHREg544p68Z4geZAmWCmedrnqrIaXYCVfX6oZm3LhLUslS7CSl7eyZ7ASIqtMsCIhQ2dVU1hnlRCbsEoIkfLAV4JVO/lkAJGUrnLsKy7NqhUYaV+WRXrFWrRWgpVKs+o3wcrxvJPkd4WOp3QVZXfaQ2dVU+x7hw9mQtx1VuOzgyQDmWOpTLBqf6PN7ZlmX0K67lSObsYwPI5fqbGG+M1osuzYWX8Zjv+rZQB+h9XtuuKO4+GrB39QBJA86KxqijjsQkg5I6uBSYgK2bC7OsGqfZu81QAiiKwaziH1orsPhFiWSpxK1fm33cZwbSsmQ/mXAXgTrKKMdnoTrOiu6g6dVc3hY5kQIdElNitIUpDLAOTknm41d5+F26NIsHLtI24ZgDrBSqxFm6+CgW9HU1KqsbQygOj2RcKBzqquCDoiQsoZV+mqTI6GhEDuHKrrrLbLAPJEVoM4q6oEK1ed1bgcJk9ZKkmd1fZX82NY0U+YpauELv2aIPRbTB++9kfnNHHQWdUUa1iC3iohTLAivpBdIaqh3rQQNXRtH3GClXPGpriGoj2RVWu9VwaQEQ6Mua23GoC/zyKrdRttNYBg9pLSQ2dVU8S6doSUM2ENx5LyQBpZVTVOeSOrJauz6ngntsCqmYmvyPR3/q2qxepJWPKrArBq3ZZIBqDYP9EXOquaYgrW+WAmhAlWxB+yYfd8kdU215B/aRKsMhlHXdOYnsaiZleW4CQeO0+CVUANqLl9m0uzGmWCFSOrSYPOqqaIpUIIKWckVYUIUSK9RpSa1fZtJNdYWNedOsHKsKOUMSdYqcpSAU6HVhFZ9dRZ9Vm6yrTAqVmNNMEq9zLRDzqrumINu8RrBiE6QBkA8YMfGUBKKgNwO27ZdQHsUazPlmqyvNVYKEQGYCLKI1QOtu+PIpMB+O3D/+5Ksi8SDnRWNcWqaxezHYTogCEZoiVEhewSySsDcFUDMF/Due5UEgJ3ndV4ZwUQo6aF1FkNO8HKeQ6iPB5e2QLdVd2hs6opYqkQQsoZygCIH3zNYGVFFvNVAwhgj3Lj+BOsxMCIaZEswSojhFbDm261vdsS1VkVDzZ9Vf2hs6opKXqrhFgwwYr4ISOpxat0SApNsFIVSy3EHmWd1dzD7qVArHFqHjt3nVW3Q2slWJl1VhV9FmyD5BxEqeGlDCB50FnVFHvYhQ9mQsKao52UB7LIan4ZgGN7w/2a7TOYRdK1hhG7DMCsQmDrdN2Z/oCjFqug5TWbiNOt+h1Wt2UAzj58dVHU/lTLRD/orGoKbx1CbAzF34TI8PODxozguScFcDtufvss1B5nglXcdVZNZFOp2nVWxTaKyGqRdVYzJZIBsBpA8qCzqinmlwBnliTEPcIQZDiWlAe+Eqzan4KuBKv2L96MK6IfQYIVnFHKeDwm0VHMSCK9pm2iDMAMqAadEUpWkaGUCVaMrOoPnVVNoWaVEBsO/RM/FJNgJY2sRpxglZUBxKxZFTL9zU/q1qxmyYgyAKsPoU+/Ngj9F9OHr/3RN00cdFY1RRS0E1LOhDUcS8oD2TWirrOafc1IpltFWDIA1XpH6ar4ZAC2Lc5XtwxAcGg9MgBRs+rTBsk5KGWkmc6r/tBZ1RRxVhFCyhnncCyrAZB8yK4R1VCvNQRteB3TsK47tQzA/hkmJimVCq8MIEeCFdxt7TqrYp9FJlg5jlOUh4MygORBZ1VTREE7IeWMtAYmIQpk14haBpDFpU+1ZAAhXXdKGYCjdFWQ/gPgrbOaxSUDEKsBCOUAwqqz6jwHUUZWmWCVPOisaoo97MJHMyEGI6vEB7IcPJXzY0bwMtIZrJx9hh9ZzRiGtY/YEqzaX+3astllaYKVdVyiSbAyz0HUh4KR1eRBZ1VTrF+y8ZpBiBa4SlfxpiD5kFwkas2qNxNdrCfqXfBpjmq9IZ8xqpR4y1J57VEnWIU8KYDprPrc3i+cFCB50FnVlChn7yAkabhHGOitktwUIwNokwz5u2UAxV936moA8hmjSolYlspeL2mjSMISI6v+ZQBuzWrUUWZP93zcag+dVU0xTwxLShIiDsfGZwdJBsUkWMlkAC75SYCi17kSrPLZFzVi1NQe4lcnWBmCDEBMhvL7WUQpRtS5ZkFlC6T00FnVFN47hNiwdBXxg7R0lSqyamXDeztwXXdB7FGtN+TD7qUkrYiaOrFKKapkAAFtF89B1COLDKwmDzqrmkIZACE27uLs9FZJbszrxRmhU32n5pYBOPsMLloVI4auBKuYvvPF/AhxKlVXG0HXapocvM6qULqqxJHVuJLbSOHQWdUUsVQIIeVMWMOxpDwwh7Ir0l6HSyQtlQG4h8Szf4drD2BOt6pLgpUoA5C0gbxigGi7/2oA2ddSyQC8soVo90eCQ2dVU7xT4BFSvoSV6ELKC3d0UKVZzb66pluVDokHT7ASbXDNYBWbsyrIAMz1jvCmPSWt2MbdB4T1BdsgTHkbuQxArLPKkUztobOqKaKgnZByxlWwnTcFyYMVyZQkCYlYsyc5IvbSBKswIqseZ9WQ1jUtJZ6yVJLIqvU8Etuk4WmbXS4uwco8B6VOsErRE9IeniJNsQo1x2oFIXrABCviB/MacckAVI2lkVVJglUIdVZlMgDELgPIXZYqZxurzmpQzWr2VTbVaxQwwSp50FnVlFSKoVVCTJhgRfxgXiFpicMlYiVYSUKnYV13soQvQI8EK09ZKusdSYKV1cbtYHunL/WpWTXrrJZqUgAmWCUOOquaYn+B8MFMCOusEj8UlWDlSqYKN8HKkNiTXS8fdi8lYlkqWYKVKAOwJjJoP3ayZCw/pD2RVf99FLM/1TLRDzqrusIEK0IceIdoCVEi0YEqS1flSrBydhngurMjvRJnVbCj1NiOqPvVHW0UE6zECGgBcotcCD8YopcBiAlh9FZ1h86qpliaVT6YCWFklfjCig4WEFmVyQDsyKrdLshXscwec71dMiu20KplC+CYpMDZRFG6SiYDKMbRFM9B1I67V7YQ7f5IcOisagqnfyPExv2jjd4qyY2V0OSjGoCzfq91hYVUMs1K+JJ8r8v0taXEkgG0L1v2OLwDcZYrMXItm5rVD+I5iPr5R2c1edBZ1RTmVxFi4x6Ojc0MkhD8zGAlqwZgXnBhXXcqhzRjGMoarKXCW5aq3R7J0L4tj3BHX92CgSIiq6Jm1XcPPvdHGUDiiNxZvf/++9GvXz906NABw4YNw8svv5yz/bJlyzBs2DB06NABxx9/PB588MGoTdQSUUdESDnjnl0oRkNIIpANu6cVTzurzmoJEqxEGYAWCVZC1FSW5GRHVkUZQHtk1XFsgyRYtVn7jvZgMMEqeUTqrP7ud79DY2MjbrrpJqxatQpnnXUWxo0bh6amJmn7DRs24Pzzz8dZZ52FVatW4cYbb8SPfvQjPPXUU1GaqSX8pUeITViJLqQ8kNVZVcXrzLXOH0TWaLdLsxqCDEA63appRzzf+Z6yVJJIrx35NNsIpaskZa782WDKAEqlWWXpqqQRqbM6c+ZMXH311bjmmmswaNAgzJo1C3369MEDDzwgbf/ggw/i2GOPxaxZszBo0CBcc801uOqqq3D33XdHaaaesHQVITbeEVpC8lIhcbhEUkJUD5BPtxrkujO/x0XNarbOamkcNBUeGUD7epk55ufwtClEblEAbaWSAYia1Yj3R4ITmbN68OBBrFy5EmPHjnWtHzt2LF599VXpNsuXL/e0P/fcc7FixQocOnQoKlO1xCNoJ6SMkdXAJESFVAaQJ8HKPd2qVwYQJLJqJQ6JRhjyGaNKi1CWypIlOI+dKBVwrw8rwaqtRAlWoo0MrOpPZVQdb9u2DW1tbejVq5drfa9evdDc3Czdprm5Wdq+tbUV27ZtQ319vWeblpYWtLS0WMu7du0Kwfr4sQTtsVpBiB4YygVCvPhJsEoJkUXn9rI+i7IHcl2qSwYQd4KVGTWVOM+iDAAeGYCzbfEJVqK8IDooA0gakSdYiReBYRg5LwxZe9l6kxkzZqC2ttb616dPn4AW60GK3iohFmElupDyICOJDqofO2ZUzxtFDeu6EyORTjtldU1Lia0XtW0S7bHNLqDOajE2tL+WbrpV+d9EXyJzVrt3746KigpPFHXr1q2e6KlJXV2dtH1lZSWOPvpo6TY33HADdu7caf3btGlTOB8gZqxhl5jtIEQHwpqjnZQHVp1VlwxA7pWImejO7UO77lQJVoYzChxTgpWwLIv0ijIAq3SVRAZQXDUAd0WG6KsB5L8uiF5E5qxWV1dj2LBhWLx4sWv94sWLMXLkSOk2I0aM8LRftGgRhg8fjqqqKuk2NTU16Nq1q+vf4YD4S5aQcoZ1Vokf/DiA9hC0d/vw6qx6I72ALglW7rJUsqF4q2KCpxar+zW7XRAZgHs5KvLXiCC6EakMYMqUKXj44Ycxb948rF+/HpMnT0ZTUxMmTpwIIBsVveKKK6z2EydOxMaNGzFlyhSsX78e8+bNw9y5czF16tQozdQSa2iGD2ZCXHpCJliRfMjqmqojq14ZQOgJVqbzLIustv8dl7PqLUuVfXVHS90jfaKswR2FLcYG9zmIPsGKkdWkEVmCFQBccskl2L59O2655RZs2bIFgwcPxvPPP4/jjjsOALBlyxZXzdV+/frh+eefx+TJkzFnzhw0NDRg9uzZ+MY3vhGlmVpi3z58MBMSVgkhUh5YMoACtImiXtK5fVgl00xHt0Jig2zGqDjwlKWSJVhl5NFXd9siIqvtr20lq7Mq2TnRmkidVQCYNGkSJk2aJH1v/vz5nnWjR4/Gm2++GbFV+iMbmiKkXGE1AOIHyzl0hPlUPok9iiWps+rqM4A97a+iZtW5z/hlAGh/lSRYtb+Kh8B0sIP6fqWebtW17xLuixRP5NUASHFYQxN8MBPCOqvEF7Lse0+N03asSQHyVgMIQQYg0axa9sWVYCXIAMSpVAHv88iuttD+vvNHQRGfQ5RiUAZAROisagorVxFiI0t+IUSFrLC9MrIqFMUHVNOtBjLIYw/gnoggLpfJtsmUAUgSrITIp3UsUq4Xz3aF4qnjWkIZAH3VZEBnVVMYWCUki5jYwsgqyYd5iVS4ZwWQIjpizr/DjqzqKAPwRFbbHWj30L6YYGW41odVZ7VUMoCg9pLSQ2dVU6zsSz6YSZkj3gK8I0g+zGuksGoA2Ve3DMD9Gtweb3UCcZ9xzaJkxVWFDyurnSpqec2PI5UM+LGBMgCSBzqrmsLbh5Asor/A328kH4agqQT8Jlh5L7JACVaWZtW9PpPRIbLqjppK66yK0WdB1xqeDKBE1QCUC0RX6KxqivlrL5OnHSGHO+LwK0cbSD6sYfcCImhiWSbAdi5DlwHonGCVMaUPXnvEGRU9CVYBI5XW865EkdWgkWBSeuisaoqgeSekbKEMgPhFNuyurrPaPgSdd7rVAPZIJikQ9xmXyyQ+amTTytoyAHkt1qD+nlVntUQ/RJlglTzorGoKbyBCsogPTwZWST4MSSRTLQPIvmYcw1i2U+aNtgbBE1l1VgOIuc6q+VFlU55aCVYeLW/K9b64XaGI5yBq/W7QurCk9NBZ1RQmWBGSRbwFWA2A5ENWDUDlAFkJVq4hf/dr9u8gMgDvJAXiPmOXAVgVELz2pN3+rEcG4DQ9UIKVRGscBUywSh50VjWFKgBCslAGQPySq1aoiF1n1SkDEOqJBrVHEq0E3NUA4kLUo0Jy7CA4tPbnkZSuKiayCnf/pZxulb5qMqCzqil2ZDVmQwiJGSZYEb/I6prmK11luKKo5jpHtDWAY6mKrLrtiNdryh1ZFWUA0SRYGZJ9R4G7LBe91SRAZ1VTbBkRH8ykvGHpKuIX05kqRLMqDa0J9UTFv33b0/4qalbzmVEKPDVUJYX5nX8bhv1UCm1SAGGjUh4KuqrJgM6qpqR4CxECwBtJ5Q84kg87W72QagCy7c3h7pASrIRh80LtKAWiDEDM9M/+bS8YhlfW4HpeBUiwUq8IF8oAkgedVU2RDU0RUo6Io68ZFh8mebATrOx16gQr7/roEqzUbeJOsDIdc1Pu4K5Farc34NWWOt8PIgOQ7S8KmGCVPOis6gqdVUKyMMGK+MAZDa0opM6qTAVgSCKrQWyS2FOIHaXAU5bKWu9tk20XvgzAa1O0hG0viR46q5pCGQAhWbx1VumuEjXOy8OVSKP4TpXLANyvno6LtClXFC+uRB+xLJVUsuD4MyORATgbFFdnNZVzOWzcdWH5rE0CdFY1xf4C4YOZlDeiDIC+KslFRhFZVQU1xVmlAFnxe+91WIxNqshqrP6Sp86qt9apWwZgOKoBpCRti5EB5F4OG2f/9FWTAZ1VTbF+7fHBTMocJlgRPzivDneJIp/9GIYgA4gushqnv+QpS9W+XhV9NAzZdKvBPoEY9Y58ZJHOauKgs6op5i8/5pKQcseTYEVfleTAGVktJJFGtT5jiAlWxdskRiILtaEUiGWpZIX5XZFVwxt9DTuyGvXhYIJV8qCzqim8fwjJ4tWsxmQISQTO6yNX9r2J6rs2m0gUTukqO8HKnw2lIF9ZKkBIsILhOBYpz/vFaVZzL4eNqoYs0Rc6q9riHpohpGzxVAPgTUEKo5CZilTOigH392+0MoD4XCaxLFW+GrXZBCt39DV43dLSygBSBVwXRC/orGqKXWeVD2ZS3lAGQPzgkgEUkmCllAEYbmc1hAQrWTIXEHNk1eEYZgxn8pSjjUsGYHicb7dkIIQEq4g9EyZYJQ86q5pi/trjc5mUO56IFn/AkRy4ZAAFTLeqlgFAkAEEiKxK7CnEhpIg6FEtGYBzaN8lA/DWYk0VcJxzmiCWroo6sopg9pLSQ2dVU3gDEZJF9BHoqpJcuKoBuCYF8P+tGlZk1YpEqiKr2sgADE+mv/i3kZHIAJwdFnGcxS0id95dn41P2yRAZ1VT7HIifDST8kac5jJDHQDJgavOqmLKUCe5ZADOvsKoBqCKrEZdVzQXYoKVvBqAO8EqI8gA0gUc51yIw/5RO5CqGrJEX+isagp/7BGShZFV4gf3DFaON3wOwTvriQIBE6xk9rhs0CSyqpQB2GQM77EIOn2pt85qtLhlC3zYJgE6q5pi3ksMIpFyR3RWeU+QXDhHo5hglR8xwcokV4JVRpA1BE2wEjfhDFZEhM6qpvDXHiFZvHVW6a0SNe46q/kjaMrIqqff4KWrlNOtFt1zcNxlqQzHerne17D+50iwClxnNZVzOWxUs3MRfaGzqinWbKt8LpMyh/cA8YN7ulX7b5VPonJVRG10kMtQVg7KZUOcM1g5nVXHlImqpKeMY7IEaZ3VIlxvz7589+BzfwFlC6T00FnVFHsohU9qUt54EqzovZIcqKdblbdXOYptmfCuu3yTAsSaYOVw19oUx8617JiGVpZgVYzfLe4r8siqU7ZALygR8DRpiuN7gZCyxjscG4sZJCE4r49CEmlUflGbIcpPAtjU/qqUAWgSWXU56IJJzvCJVbpK0jQZ060ywSpp0FnVFOuLgQ9mUuaIWkEmWJFcOIfc3dUA5O1VzopzSBwIdt2ZUVkdNavOqKZbs+pu55QBWMficJAB0FdNBHRWNYUzWBGSxVu6incFUeOc297ph/gdgvcO+0cnA4g1sur4WyWhABzPJFdpsJTrPaC4YXXx8xdTUcAPbtkCvdUkQGdVU1IMrRICgDIA4g+7Tmhh04AqZQBiglUgGYAZ7dWwdJVCBqCKdsraBI6sllwGIP+b6AudVU1JS37FElKOiBEulq4iubBqmqZS7pmKFE87VWQtzMQ+07+rUNigywxWTumDKsFKFlkNO8Eq6siquy5spLsiIUFnVVNYC4CQLB4ZAG8KkgPr8siGVmEv+tOLihrVQNddPhlAzPE9px5VXCcut0nauBOsgkdWoz4cqhqyRF/orGqKff/wyUzKG063SvzgzFQvJEu90NJVwXxVfWUAgG2XWAHBiVwGYGpWve38UOoEK0DuaBN9obOqKZQBEJKFdVaJH5zJTIUk0hSaYBWODEBlQ8yR1fZX50QIahmAw1lNe9sWM6xe6gQr5z7iPvakMOisag4fy4S4oa9KcmElWKUKi/gVmmAV5MvYKqelqUAy1xC/vULSRtqX/glWgMN2PU8JEaCzqimcbpWQLEywIn5QJVipp1stTAYQSmRVUxmA6WD6rgZgla7ytvO1/zzLUUAZQLKgs6opHJogJAs1q8QPznr1TkfUr140iutOXQ1ADxmALNPfWm73/N0VA7xti4mslroaAGDbGfexJ4VBZ1VT7OlW+Wgm5Q3rrBI/WJF3IcNKLQNQRFZDmm7VpfHUNLKalkVWxaH59le3DCDlek+2XSGUuhqAcxdxH3tSGJE6q5999hkuv/xy1NbWora2Fpdffjl27NiRc5sJEyZkZx5x/DvzzDOjNFNLmGBFSBYmWBE/mP5W0ASrsGQAzm5UMoC4o3tyzao82ikrbxU0wSqOyCoTrJJFZZSdX3rppfjwww/x4osvAgC+973v4fLLL8dzzz2Xc7vzzjsPjzzyiLVcXV0dpZlawjqrhGShDID4o710VarA0lWKMJ6ojS72unP2o6oGELe7ZMsA7GPnadO+LiOJvgadwUplT5TIbCf6Epmzun79erz44ot47bXXcMYZZwAA/vu//xsjRozA22+/jQEDBii3rampQV1dXVSmJQPeQIS0E960l+Twxz3dqr0+rmoAzs2UjpE2MoDsci6XWl5n1RnB9r//WKsBkEQQmQxg+fLlqK2ttRxVADjzzDNRW1uLV199Nee2S5cuRc+ePdG/f39ce+212Lp1q7JtS0sLdu3a5fp3OEAZACFZvDMJ8aYgalQyANVwr1IGEJL8JFNAZDX2oWhTBpBRT15gmu68H2XVFor5LJQBkHxE5qw2NzejZ8+envU9e/ZEc3Ozcrtx48bhiSeewF/+8hfcc889eOONN3D22WejpaVF2n7GjBmWJra2thZ9+vQJ7TPEifP24cOZlDOUARA/GE4ZQAGlq1QxNmfWOxAkwcr+W1m6qriuQ8Pcf6YQGYBC1xqkbmkckVXTTvqqycC3szp9+nRPApT4b8WKFQDkgnbDMHKWtrjkkktwwQUXYPDgwbjwwgvxwgsv4J133sEf//hHafsbbrgBO3futP5t2rTJ70fSEuevPTGyREg54Umw4g1BcmA6mebzyCSuyKqrHJSmkVXTLjOyKntGyyoGOD9OkEiluE0x5a+K3Wfcx54Uhm/N6vXXX49vfetbOdv07dsXa9aswccff+x575NPPkGvXr0K3l99fT2OO+44vPvuu9L3a2pqUFNTU3B/ScF5/zCySsoZRlaJH6zIKoQgnyrBSuGseCajCGgPkCPBSg8VgB1ZzdFGVTEgSJH9GCpXcVKAhOHbWe3evTu6d++et92IESOwc+dO/O1vf8MXvvAFAMDrr7+OnTt3YuTIkQXvb/v27di0aRPq6+v9mpponBmVfDiTckasNczfbiQXvqdbVawXI/hhyAA0nW3VcjpzywDa2yhGNrLPLCNxCVZx/1AghRGZZnXQoEE477zzcO211+K1117Da6+9hmuvvRbjx493VQIYOHAgFi5cCADYs2cPpk6diuXLl+ODDz7A0qVLceGFF6J79+64+OKLozJVS1KOM8O6kqScES9/3g8kF+blUXCCleIpKFYDKHaEy3m9qqUIMcsArAQrc9lrj61ZdW8jvl/MZ1HVdI0Scx+lkByQ4EQ6KcATTzyBU045BWPHjsXYsWMxZMgQPPbYY642b7/9Nnbu3AkAqKiowNq1a3HRRRehf//+uPLKK9G/f38sX74cXbp0idJU7XAnWMVmBiGxw+uf+EElA/BbZzWkylWu7XSVAZhHKqcMQKgYIDp5lAGQKIl0UoCjjjoKjz/+eM42zl+rHTt2xJ/+9KcoTUoM/LVHSBavDIDeK1FjywBShRWrV6z2aFbDSLDSdrrV7GsmR4JVKo9Dax3fomQApU+wMg2N+9iTwog0skqKx/kDnMOepJwRI1wsBkBy4dRduqsByNurHEjvdKvF2WMkQAYgTrcqM8eusyqvxWq+X1w1ALk9URLEXlJ66KxqiivBig9nUsZ4p73kDUHUmFeHON2qz8BqeNUAnHVWtZ1uVShdJWsjlq7yOJgp5baF7l+1HAWcbjVZ0FnVFOcNxMgqKWe8CVbx2EGSgeGI/BU2g1VhkdUwEqwqFE/cuGVfnqipxKkWJwUIN8FKbk+UMMEqWdBZ1RRXndX4zCAkdli6ivjBcAT+CipdpdSsyvv1bY9rX3pqVu2yVO3Lsjbtr21WGzEaavZVzP5zL0dBSnglekNnVVMoAyAki/f65w1B1NgyACHByudUp546q0Ved87rV+kwF9Vz+NiaVVlk1XRo5bpWSwaQkASrFCOriYLOqqY4h0GY/UzKGU+CVUbejhDA7UwVkmClclY8060Wed0ZjmFzXROszFqz5rGTHatCE6yKcf7iSLCyZQvR74sEh86qpjhvePqqpJxhghXxgxVZRYF1VgstXVVsZNXaT8q3DaXCLktlr1G1aVOVrkpqglXkeyJhQGdVU5w3EB/NpJwRr3/+eCO5UM1gpXJLCpYBBJxuNVdktRTOWS6sGaxyTreafc2oqgEI7fwQj2aVMoAkQWdVU1gNgJAsYmSV1QBILgzDKQOw1yvrrCre8FYDKM4eu4i+2imK218S9aiyQ2K1cfwYkL2fnGoA8n0TPaGzqimUARCSRbz+KQMgubBlACmXg+g3waotpOvOObKurwwgi11nVSYDENoooqHJkQGYsgV6q0mAzqrGmDc/E6xIORNWCSFSHjhnsHJG6PwmWIkygGIj+s5opa4JVvlqqAKOJKwSJFiVIrLKBKtkQWdVY8x7iM9mUs5466zyjiBqrDqrwhRWqghawQlWAa+7FDROsLKG+HOUrsozy5WtAS1+/44V/jvxu8/S7YqEAJ1VjbGcVT6bSRnjlQEQosZdDcApA5C3V8sAwp1uNes765lgZQ/x52iTJwnLlgEUoVnNsxwFlAEkCzqrGiP+2iWkHBGvfyZYkVzYU4a6h3hVzqpqCD40GYBr+ld5m7ije2nhWZOWeAbm88gVuZb0UcywuldSEP0BMe2UfVaiHzxNCYDPZkJsKAMgObEqK6VcDpVfGYAnyljkdeeM9KqCeHGXT7Kipn4SrPL05c+AEPrwvUtLCBD9zkhg6KwmAPEXPiHlhFc7GJMhJBE4k4QKiayqnFjPDFZBS1flSLCK210ynWVVpr9zXd5qACGUriqNDEC+b6IndFY1hlmKhLB0FfGHdb0IM0YpHUXF92xYM6c5h81VX+lxf9fb+RHyTH/nOlUbc7kY58/TVwkOSCqAbIGUHjqrOmOVrorXDELixOOs8n4gOXANuxeSYKWUAYQV0XdOUqBymDWRASimUnWuU0+3arYLnmBVCmwRAL3VJEBnVWPs+Zr5dCblizfBivcDUaOSAShnsFI4iuHJAOz9qG0oru+wSFsygOyy7JB42yQ8wSpt7ivyXZEQoLOqMdbQTKxWEBIv4vVPX5XkwjXs7nJ6/MoAxOWAMgDkiuLpEVm1p6qViVazL04NruTtIuus5l6OArsuLL3VJEBnVWeELxBCyhLWWSW+sIepXa6q3wSrkBJbDYcMQF0NIJRdFU0hmf6eNoriqGEMq5cywYokAzqrGmPXWY3ZEEJiJOyZhMjhjXvY3fZI1FOdyvsRndVi5ScZx7C5rjIAqxpAAQlW6ulWkyUDsBOs6LUmATqrGmPfQnw4k/KFMgDiB7sagDt65rcuaFgl0wxnpFdZukoPGUCmgNJVGeV0q0LDIvYfoAv/+yzhvkhw6KwmAEZWSTnDBCviB2eClctZVTolhckAir3uDFekV2GBLglWOT6jd7rVlPT9Yj5KLNUAAthLSg+dVY0xv9j4bCbljLfOKiFq7MBqyhWx9CsDEIMExV53dsKXOoIa91C0uXenhELElgG0b5OSv1/MZ4lnutV2e+PWYJCCoLOaAFgEnZQzlAEQPxiObPVCfB7V0Lxn5sBQZAAqI4rrOywKkQGYqGQAYl/F7D9IH773KbwSvaGzqjFWgpU4RzUhZYSYUEUZAMmFe9jdEVlVRNCUCVYhXXd2JDKldMJij6wK063miqyq2gRJsFLVbI0Se8YtuqtJgM5qAmBklZQz9E2JHwzII6vqoKYisuqZbrVIe5yRXlWt1yL7DgtRBpArwapNVWfV1IAW6fwVpi8OEcveEuyLBIbOqsbYhZrjtYOQOPHM0c77geTAeX0UVGdVpVkNabpVS0ObQ5YQt8NkyQAKmG7VlgHIE6yKtkHxd1RQBpAs6KxqjHkT8eFMyhlROkgZAMmFM0nIGeVTDS2rnKy2kK47w7CHzdVJXvG6TOIQvyw6GmWClbhdKYbmg9pLSgudVY2xnFXKAEgZY179rI5BCkGVYKVOCBL1ktnXjKXNNPst1h57/849pQuwrVTkG+KXtxEiq0K7Ym0I0kcx+6OvmgzorOoMZ7AixHI+KtLm/cAbgqhRJViponViQpB5nZlRRnO52JnT3JFe735y2VYqrKhpjgSrlKeN/P1iK0EVEgUPEyZYJQs6qxpjywD4cCbli12nst1piNEWoj+uUlGO9Uq9qEd76f5RFPS6Mxyh1ZTCedbFXypIs5ovwarIOHHJNauWvSQJ0FnVGCvBKl4zCIkV0/mo4A1BCsBVhL8gGYB7uUJwVs3lwAlWwv4qnM5qcV2Hhl26ylyWtYG7jejkC+382yD/O2p0+aFAckNnVWOsX/SMrJIyxhxGpQyAFIKzrmm6gKFlj7OqkAEUX2fVPbRuvjplAHEn+Vg6XYUeNdvGfRzE4f6gw+pMsCK5oLOaAPhsJuWMM1IGMLBKcuOUATgpXAaQfRWz3ou+7oR+ZBHIuP0lzxC/rI0VWZWXAwg6rE4ZAMkFnVWNsasBEFK+WDKAgIkupDxQywD8RVYzhnjdFWmPsH9LBuBKsCqu77AQZ7CSygAgaHkV7xcvAyhtZDWobIGUFjqrGmP9wmc5AFLGmE6CrSWM0RiiPaq6pinF004cBq4QHDdbsxpMBiDO8FRRYucsF6IMQF4NQGwjf7/YYXXnZsVWFPADqwEkCzqrCYDPZlLOWM6HGeGK0xiiPaoZo5QJVsJyWtCsBr3uxGoW5v7SzshqkX2HRwGR1TwTBwStW+qSAZTggLDOarKgs6ox4rALIeWIXacy+0oZAMlFxuFMFZJgJa73Rhndy77tEfqxE3vUNpQaeyIEc1mWYCW2Ed8PmGBV4oQzuy4svdUkQGdVY6x7iM9mUsaIMgD6qiQXzlJRBUXrRM2qIDcJrXSVEMlzywCK6zssxCF+aRu426gS08JIsCoFKeGV6E2kzuqvf/1rjBw5Ep06dcKRRx5Z0DaGYWD69OloaGhAx44dMWbMGKxbty5KM7WFviohdoKVPRzLO4KocQ27F5FgpZQBBPRWrQQkYT/OdXFh2qaaStW5rs06wPI+EpNgRRlAoojUWT148CD+/d//Hdddd13B29x5552YOXMm7rvvPrzxxhuoq6vDV77yFezevTtCSzUl4PATIYcDnjqrmRiNIdrjHHZPFxC99CRYhVwNQCUD0Gq61XZPQDWVKuBN+A07wcotiyiqC5/7owwgSUTqrN58882YPHkyTjnllILaG4aBWbNm4aabbsLXv/51DB48GAsWLMC+ffvw29/+NkpTtcT8pUpflZQ14kxCcdpCEkOhMgBxtXIGqyLtMDw6APd+ctlWKuz8CHO5kDaiDMAdOS7GCnFfURL3MSf+qIzbACcbNmxAc3Mzxo4da62rqanB6NGj8eqrr+L73/9+jNbFxz8270R1RVXcZhASC02f7gNgP1z2tBzCK+9ui9EiojP/+mQvgKzz5BpaLlAGYC7v2t/qWj7Ulinquntry672/cP9WoBEoWSYn/nAoexijtJVdhtpF4mZbtWWLdBrTQJaOavNzc0AgF69ernW9+rVCxs3bpRu09LSgpaWFmt5165d0RlYYsxhonsWvYMU/hWzNYTES3VlBQBg06f7cdnc12O2huhORTolTGkqbycOA5vXmfkjyVxuac0Euu4q2w2orEi7+s2ui9dhMm3buD37mSskBytfG/P9inRxA7aVjv5k+w8bcx+VpdAckMD4dlanT5+Om2++OWebN954A8OHDy/aKPGXjmEYyl8/M2bMyGtPUhl5wtF4+d1taKg6AumUVr8rCCkpnaor8LNxg/DQS+/jw8/2xW0O0Zyaqgr8+7DeqO1YhQkj+6JjdYXlJIp0qKrA90cdj2XvfIKTenXBJcP74K4//RMtrRlUVaQx+Ssn4cV/NGPNhzuLtiedSuHKkX0BABNHH4/1W3bj4tOOwd2L3kZVRRpfHdpQdN9hcMnwPvhg217rM1/6hWM9bb4xrDfWN+9Gy6E2VFakcNmZx7nev/SMY5ExDIzq370oG7436nj87o1N6NW1A87sd3RRffjhW6f3wa4Dh3D2wJ6R74sEJ2X4THHctm0btm3LPRTSt29fdOjQwVqeP38+GhsbsWPHjpzbvf/++zjhhBPw5ptv4rTTTrPWX3TRRTjyyCOxYMECzzayyGqfPn2wc+dOdO3atcBPpR+tmVbMWzUPAHDVaVehMk1nlRBCCCGHB7t27UJtbW1B/ppvD6h79+7o3r24X0756NevH+rq6rB48WLLWT148CCWLVuGO+64Q7pNTU0NampqIrGHEEIIIYTES6TVAJqamrB69Wo0NTWhra0Nq1evxurVq7Fnzx6rzcCBA7Fw4UIA2eH/xsZG3HbbbVi4cCH+8Y9/YMKECejUqRMuvfTSKE0lhBBCCCEaEunY8i9+8QvX0L0ZLV2yZAnGjBkDAHj77bexc6etBZo2bRr279+PSZMm4bPPPsMZZ5yBRYsWoUuXLlGaSgghhBBCNMS3ZlV3/GggdIaaVUIIIYQcrvjx1yKVARBCCCGEEBIEOquEEEIIIURb6KwSQgghhBBtOeyEkKYEN+kzWbVmWrF/z34A2c9CzSohhBBCDhdMP62Q1KnDLsHqww8/RJ8+feI2gxBCCCGE5GHTpk3o3bt3zjaHnbOayWSwefNmdOnSRTlFa9iYs2Zt2rQp0RUIyhmew+TDc5h8eA6TDc9f8inlOTQMA7t370ZDQwPS6dyq1MNubDmdTuf10KOia9euvEETDs9h8uE5TD48h8mG5y/5lOoc1tbWFtSOCVaEEEIIIURb6KwSQgghhBBtobMaAjU1NfjlL3+JmpqauE0hRcJzmHx4DpMPz2Gy4flLPrqew8MuwYoQQgghhBw+MLJKCCGEEEK0hc4qIYQQQgjRFjqrhBBCCCFEW+isEkIIIYQQbaGzGpD7778f/fr1Q4cOHTBs2DC8/PLLcZtE2nnppZdw4YUXoqGhAalUCs8884zrfcMwMH36dDQ0NKBjx44YM2YM1q1b52rT0tKCH/7wh+jevTs6d+6Mr371q/jwww9L+CnKlxkzZuD0009Hly5d0LNnT3zta1/D22+/7WrDc6g3DzzwAIYMGWIVGB8xYgReeOEF632ev+QxY8YMpFIpNDY2Wut4HvVm+vTpSKVSrn91dXXW+0k4f3RWA/C73/0OjY2NuOmmm7Bq1SqcddZZGDduHJqamuI2jQDYu3cvhg4divvuu0/6/p133omZM2fivvvuwxtvvIG6ujp85Stfwe7du602jY2NWLhwIZ588km88sor2LNnD8aPH4+2trZSfYyyZdmyZfjBD36A1157DYsXL0ZrayvGjh2LvXv3Wm14DvWmd+/euP3227FixQqsWLECZ599Ni666CLrQcjzlyzeeOMNPPTQQxgyZIhrPc+j/px88snYsmWL9W/t2rXWe4k4fwYpmi984QvGxIkTXesGDhxo/OxnP4vJIqICgLFw4UJrOZPJGHV1dcbtt99urTtw4IBRW1trPPjgg4ZhGMaOHTuMqqoq48knn7TafPTRR0Y6nTZefPHFktlOsmzdutUAYCxbtswwDJ7DpNKtWzfj4Ycf5vlLGLt37zZOOukkY/Hixcbo0aONH//4x4Zh8D5MAr/85S+NoUOHSt9LyvljZLVIDh48iJUrV2Ls2LGu9WPHjsWrr74ak1WkUDZs2IDm5mbX+aupqcHo0aOt87dy5UocOnTI1aahoQGDBw/mOY6BnTt3AgCOOuooADyHSaOtrQ1PPvkk9u7dixEjRvD8JYwf/OAHuOCCC/DlL3/ZtZ7nMRm8++67aGhoQL9+/fCtb30L77//PoDknL/KkuzlMGTbtm1oa2tDr169XOt79eqF5ubmmKwihWKeI9n527hxo9Wmuroa3bp187ThOS4thmFgypQp+OIXv4jBgwcD4DlMCmvXrsWIESNw4MABHHHEEVi4cCE+97nPWQ85nj/9efLJJ7Fy5UqsWLHC8x7vQ/0544wz8Oijj6J///74+OOPceutt2LkyJFYt25dYs4fndWApFIp17JhGJ51RF+KOX88x6Xn+uuvx5o1a/DKK6943uM51JsBAwZg9erV2LFjB5566ilceeWVWLZsmfU+z5/ebNq0CT/+8Y+xaNEidOjQQdmO51Ffxo0bZ/19yimnYMSIETjhhBOwYMECnHnmmQD0P3+UARRJ9+7dUVFR4flVsXXrVs8vFKIfZiZkrvNXV1eHgwcP4rPPPlO2IdHzwx/+EM8++yyWLFmC3r17W+t5DpNBdXU1TjzxRAwfPhwzZszA0KFDce+99/L8JYSVK1di69atGDZsGCorK1FZWYlly5Zh9uzZqKystM4Dz2Ny6Ny5M0455RS8++67ibkP6awWSXV1NYYNG4bFixe71i9evBgjR46MySpSKP369UNdXZ3r/B08eBDLli2zzt+wYcNQVVXlarNlyxb84x//4DkuAYZh4Prrr8fTTz+Nv/zlL+jXr5/rfZ7DZGIYBlpaWnj+EsI555yDtWvXYvXq1da/4cOH4zvf+Q5Wr16N448/nucxYbS0tGD9+vWor69Pzn1YkjSuw5Qnn3zSqKqqMubOnWu89dZbRmNjo9G5c2fjgw8+iNs0YmSzV1etWmWsWrXKAGDMnDnTWLVqlbFx40bDMAzj9ttvN2pra42nn37aWLt2rfHtb3/bqK+vN3bt2mX1MXHiRKN3797Gn//8Z+PNN980zj77bGPo0KFGa2trXB+rbLjuuuuM2tpaY+nSpcaWLVusf/v27bPa8BzqzQ033GC89NJLxoYNG4w1a9YYN954o5FOp41FixYZhsHzl1Sc1QAMg+dRd37yk58YS5cuNd5//33jtddeM8aPH2906dLF8lWScP7orAZkzpw5xnHHHWdUV1cbn//8562yOiR+lixZYgDw/LvyyisNw8iW7PjlL39p1NXVGTU1NcaoUaOMtWvXuvrYv3+/cf311xtHHXWU0bFjR2P8+PFGU1NTDJ+m/JCdOwDGI488YrXhOdSbq666yvp+7NGjh3HOOedYjqph8PwlFdFZ5XnUm0suucSor683qqqqjIaGBuPrX/+6sW7dOuv9JJy/lGEYRmliuIQQQgghhPiDmlVCCCGEEKItdFYJIYQQQoi20FklhBBCCCHaQmeVEEIIIYRoC51VQgghhBCiLXRWCSGEEEKIttBZJYQQQggh2kJnlRBCCCGEaAudVUIIIYQQoi10VgkhhBBCiLbQWSWEEEIIIdpCZ5UQQgghhGjL/w8tJU92126uWwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6V/NSOOzuKOHf7+9wxlL8GWasivf3mxu3O4bqoQP2QrFQwPsfteKDHW3S9VQd33evRvTdq8G3f+2HO7FDuC69u9djf83137yzDe9tazXq92xnW/keXLt5J9ZtKV+jg/r1Qre67CVV6t09fX8TUtWi5uZmbNggv+1v3LgR9fX12G+//ZTHXH311bjyyiud7/byXbXicyMH4nMju/4NpL3UjjuXvwkAuOioEykDIKQKHPXTJ7B5525YVtk4suno/NKnRzc8PvXEhFrXNTz+zw2YfO8yiDP+9ueZXxyFEw7pl0SzQrEsCy1XP+p8tht96QktGDN0H3zptiWwAF+/rM4tpx3ejF9+5Qhl3fcseRs/+tPLzjjv07MBj089EV++7VksXb1ZqMW9F3p2q8PjU0/EN377PJ55c5Oz/fRRAzHzi6O6sOd63tu2C8de/39O2+x7NoqaQyzTIdzsf7r8M+jRUIdfP/Ea/vNvbzoOIt3xl5zQgsnjDvLtv3j+C/i/f2106j71EwMw+/85UlnXfc+vxrUP/tMp22TA79my1Zvxpduelf5W3HfJcWiu0YtK3kmVBTR27Fg8/PDD0rYnnngCxxxzjFav2tjYiMbGdGkrCCFmUOycsSlZkPSbpc4vxQjLAKYdW35YEowQZ8YK6e2fOJtWHh93TOx9liX3q2RZjiERNHT28fY429/l+8GSytj77Hrd7ZX1rxLsUzlt8/wMQjRCS8LNbvenIPRdRcm5ZzRt81zToN8d+77zXv80Y4+zBUu4FxNsUM6oqv96+/btWLFiBVasWAGgnJpqxYoVWLNmDYCyV/Sb3/ymU37y5MlYvXo1rrzySrz66qu48847MW/ePEyfPr2azSSE5JSC8ACyIBo9nfsTaFNXIxp2NvbntD9s5fERtnf+FI3TzoKOURZoLDkGvPzdrlj0njnGm8aoq6Wd5R1Lp+8RXKvidRINUsdYdarSVObcM+oO+65pQFuKnrJpvw8B0RgXLrcB7c4KVfWsLl26FJ/97Ged7/Z0/fnnn4/58+dj/fr1juEKAC0tLXj00Ucxbdo0zJ07F4MGDcLNN9/MtFWEkCrhPvwlGYDj8UmiTV2La4S4OAZJyvtXQGe7hfEpeDyrIhYQzbPa2XFnnIXzlesRZACaMu722l1EsU+W5bZSa2AKiGU6RM8qZI+xzknr2Oya7vquS6Bn29uOlN+IkFvo3GMGtDsrVNVYHT9+vFb/AgDz58/3bRs3bhxefDFaJCchhOwJ4hS55ZlOBsyYngyj2Dl/Jvevc1/K+1csFFCyLI8MQC1tsL+XBKNWX698vH0dRBmAfb2cMsWC5thKexcfcbwsQboSJQWZJHMRrpvd/qLHY+w/Pvh3wj0+imfbWzak8SnA27/ytqRakz+yF8ZGCCEREb1JUgCKx5tmMgXBe2zjalbTjUoGUIDfM2pTHsfwvnk9e65u067HlRf4PKsFj1e2hga/5N1z/qf3hoqoZg4At/2CGRx4vF6zKtcd7NmOXjYt+L3B2XiZNQUaq4SQ3CJO41kKz1MmnkWCwWfjTummu4OSoS3JAMqfvZ7VuDIAb9CQd5pdKuMx6qIENXU1XSUDENvu7XvFMgDfmET3rJo0na66dqT60FglhOQWcUpXjiq395v/OHKmL4W866YFWInjUyz4g3lsRDlHvAArrwzA8k2x29fKG2BVy3vEnyHB/RxGaICVYppbJGx6339d9G0xMcBKJZPIwt8HU6CxSgjJLWKgTnZlAGWkACtDPMeSTENw7elkABDGMVgG4J3K91Qj1OMNAooz3d3VSJ5VCDrrmKmrlDKAEM+q69nWtM1Td5wAq7R7+AG1DCATfyAMgcYqISS3iJ47VR5KEx6iYRQdg9zvOU7707YovExIAVadT66Sx1gVPbCRAqw8OUGVAVaefKr+YyvqWkVImtU9CbBStD1ygJWmfteDH8Gz7cmzagLe/pW3JdWa/EFjlRCSW9wAHvUKVhmwVZUeM1u/mPaHresVFgOsBM+qV7MqeGAjefY846wMsPKW8Zy7li803mwAlvM5imfV/axqu3itg47X9dd3TQPa4i1bNMAS8ba5vC3lv0AZwoBbhBBCqoMYwJPVACuVERJmeKQFSaYhGKGBAVb2sUEBProAK6keT4CVRwYQ5mmsBl4ZgH1RovgnVQFWYtsLYucDjg+TAUTxbJsYYKUKrEt/q7MDjVVCSG5xllD0BliV7P3mP45Uy2iaGGDlBk6JU/FyeW8gVmi9nnEWJRPOFLtTRi5rb0/Ksxo3wEqWAfjrU+URVR2v+53wXxd9W7zjl/b7EBB+j4R7Lgt/H0yBxiohJLc4njt4AqwMyUMaBXFq28YyxKMlezrtbQVnj0oGEBYIVN7nOd4nA4BCBlCQyiYtFZFSV8VMtOrtt1Qs5HBtd30ygHDPdhJSikpRywASakwOobFKCMktjjGklQGY/zRSze46hl/KuyfLAFxrSScDECe7A6ehIR/vVW6qZADhx1YfWQYQbTEAsbyNWgbgXuugGvQyAM/UfhTPtkEvhSoZAKkdNFYJIblFlw0gSpCOKdjLhJqoyZVlGva2gpQlQKRkiZkcguqVj3dlAHY9boCVU6YYfGwtkAKsSqIMINyAKinub1kGEFxX2DK27ljJ36OUTft9CPjHXdxGqg+NVUJIbtHlWXX217Y5VcH1HiuM8ZT3UCXTcEUAfsRxDJyGLqi/yzIAr0dVDrDS1VVNxFOJeVZjqgDc+oQKQ+KrQpfo9V+XoAsj7zNhBkPVRAOanRlorBJCcosuwMrdb/7TSBVgVTLEoyV7Ot00R7pxkfOshtfrftcHWHmP8Z67loaWdwUry3I/h6EqI3lWi27fg47Xe1a910XfFp9hqy+aGlT3XBb+PpgCjVVCSG4piBrFEM+Tqbi5ZP2q1fQ/bEXNqr2loB0XcRyDI8zVO3V5d8v7Csoja3kFxT5JAVYRklepyhQUn3VeWnuz7rr6DVD9lfHed+m/D9WY2WozobFKCMkt0rSvan8GHkcqI8QUraA8PuEeU9ErGE8GYBuioixEHVjlrbamMgBRswp3HCPF/ITpXEICrMKX6I3hWfV+T/l9CFAGkDQ0VgkhuUVMTq6SAWThYaQKDImSizQNiDIAMa9pUdNwy4rWN79nz65bOJ/Ps6o7trYXUW5j9NRVYTKXsACrsIAyv7RC3xbvilUmaFZV/Tah3VmBxiohJLdIQSVKGYD5DyNlnlV3b62bEwvRO+p4VhEQYAU3ij/oTUPn2ZPSN3kDrFIgA5DOJ8wGdE2AlSuJUR4fIjWIIwPw7kv3XVgmycA6QmOVEJJjREMuTNNnKm7+S3dblPROaUCVpL9Q0LdbkgtEqNf5DtkQFbMPuGU0x9b4GooZEuxGRgmwiqgC0Bq+YSt2+QzQwAHwfE35fQiYaWBnCRqrhJDcIk6Re5fuBPzTlSaiCrByg2XS/cgVlwAVp6H12QDClwVV7XMj/cs/VdkhvBkDbGrtfZekEbYMIEKAVVQZgE5SYJ9DN73v3R50XZKWUlSCLoMEqQ0Z+FNMCCGVIRpyas+q+Q8kpcfMiaw3g7KnM4IMQDBq43j27MLyilnKIsl7VqUgMDifw9hjGUBIbl6vcVrB5U83BnqDswSNVUJIbnECrEq6PJQ1blAVcL2T7jZjVrDqfEKJAU+FQkHrtROT+Qd1rbIAK9mg1dVVdSoMsFKVEfsi9l19vFzOX5f8Pei6ZCHPahb07CZBY5UQklskjaJS1Gf+A8ntgnkyAMmLKBjY+jyrglwg4E1DFyQl5d3VpK5KOsBKXKrUSV0V4bhwzaoQXKY8PlgGEEezaqLhl/S45x0aq4SQ3CJHymc7wEqVZzXtiIa2E+SPIBlANP2mNs+qKJlIuQwAiJdndc+XW/WW1NelL6XeZ4Ct6pc5GNDmLEFjlRCSW8Qp8uzKAMo/xeldJxdpyjuoGp9aBFip8u7qAqxq7Z1WLUGrm7oXCQ2w6rQG9MutxguwCvRsJy2lqAAGWCULjVVCSG4RfFShmj5TcYPIXEQvZZpxvH2CTiOqDCDWCkpO6iq/19IpY3tWw5tdVaQgsM5tXSIDUHjgVcdrU1fF+F0xUbPK1FXJQmOVEJJbpDyeqv01bU21sIPIBM2qIQFWcMZHkAEU9BHpUfOs6gSIBcX5vIf4p4NrexFVOusonlW1DMAfYKWTUTgBbiHt8ta3p2VTg0Y6QmoDjVVCSG5xl1vVyQDMfyA5ATnCtrClM9OCLAOwDewCCponl5i6qhIZQEFxPhuvrtV7bK2QMxZEj7BSzxyIn+2XGm0FAPS5h+NM7XslAiYYfv48ssm0I6/QWCWE5BbXS6WWAWTBtVoo+K1V42QA4vQ+9O0uexvDvcZaGYDoadfKAJKdDq5YBhA5wEq3KIBdrgoBVgFl00KcPLKk66GxSgjJLaLnTvUwT3n8USSCAqzS/sSVVhiLEmBV8udHVdbrGVjbW6gKXvK2JU4gUTWQpAp2gFWEToevYOX+LgQeHzXAKk6e1ZTfh0Dy4553aKwSQnKLrFFUpa4y/4GkWpnIFBmA7OmMEmAVLYdsWICVKpGZq1kNrqvaOAY8ujrPakBBhN8zcfKsmpgNIGmPet6hsUoIyS3iMzJsmtRUpNyhkLWLpnRPfJEodP6nLGdFlAFoPHuuwWbpZQAJuwWFJnbBcqtCgJVdTicDCAuwinEZTAyw0uXmJbWBxiohJLe4U5/+vJrifpMRA3IA2WhJe/9UAVbFAM9qKWKAlS6iX3U+b5nkA6z892y0bAARA6xCZABaz2qcACsTPasJj3veobFKCMk9qoAawAyPTxhOQE7nd0vaV/PmxELWZ9obg9vtpK6KFWDlr0MrA/BNByelWY23EllUGYBuUQBvuaC6gsqF7Usr/nE2sBMGQ2OVEJJbVJHVWcOdNvZ74dKuyRUTGYjR6MEyALtcUL1qfWWkbAAJBweJ0/VxVrAKW/QiRLLqpg7TtSuGltevb033fQgkP+55h8YqISS3BEV/l/eb/0QSI+rFnwC0+UrTgtt2S5IB6KZgxanxIANIF7kuZ4eImA2gxreIOJ6qMdURtpxwWDYAd2UwdYd9U/uBy63q25FWdLl5SW1I+Z8qQgipHqI3KbsygPJPVwZgToCVGEwEwVjSGUziOAbLANSR3bLX0nOM7VlNkwygc5suKEpELQMQPKvSxdYfH1kGENCWpDMqVIK/fya0OjvQWCWE5BaV506132SCAqzSPv2qWlEq3LPaeWyAMaGL7La9gZYiwErnWU1KBiAHWIUfFxZgJabEUhEmA4izKlUWZAD0rNYWGquEkNyi8lJJ+2vamurg5A5VTBmn/YEr58F1t2k9qxZgj2RQ37Spq5x6AnyVmkwCtUIMmIsjAwhLXWV3Xqt/tbMsRLxpgi6Ld8nWtN+HgD6DBKkNNFYJITnG/+CX9mbgeSTnkrXgzVmaZtQyjeA274kMAOLLi08GUFCevdZXUL2QRRQZgMKzqvgcYqvGCLCK7lk15bUwC38PTIXGKiEkt4QFWGXBeyJKGcRlS4H0P3x1AVbiT5HycqsRAqx8nr0oAVZyWV1d1UbOBVveViqFH6cqI7Y96nKrkQOsgjyrhk6pS8vT0nqqKbzchJDckg8ZgEvZQyl4VlPeQVUqKTc5v7/xcoqrgHo1S4NKAVa+Y+SyurqqjXt+96aNFmCl8qz6A6x0eVbDPNY+X2kFMoy0I3uiDWl0RqCxSgjJLap11lX7TUbsgxiABKT/getd0AAI9qyqjFoVYamrLKVnNV0BVuUXrDgBVv5tqtRVOkIDrGJpOr0yjHTfhzaSZ9WMJmeGqhurt956K1paWtC9e3eMGTMGTz/9tLbsokWLnLQk4r9//etf1W4mISSHiN4kVWBJBmxVyS4QU0AB6X/gqiLfbcNGZeCUFHIBZb0ayaR8P6iPSTrQRiUDqDTPqnghxGutImwZ2zjpqHwvC6a4zcR4tEz8cTCHqt4if/jDHzB16lRce+21WL58OU444QRMnDgRa9asCTzutddew/r1651/hxxySDWbSQjJKWKkfC4CrDwT3Gl/4KplAPZOf3lxCIO7pg6wkgK6Qo4J3lpFxAArOx1ZpPXXQnokXOvA00fscGDqKq/Bb4hnVRWQRmpDVY3V2bNn4+KLL8Yll1yCESNGYM6cORg8eDBuu+22wOP69++P5uZm519dXV01m0kIySliDlK1Z9X8R1JggFUC7YmD60UUA6fsff7ylsIDq65XfZ6C4nzeY/yBRDXWrHb+jOtZjSoDCM+zuucBVr5dab8ROxH7mIE/DUZRNWO1ra0Ny5Ytw4QJE6TtEyZMwLPPPht47FFHHYWBAwfi5JNPxpNPPhlYtrW1Fdu2bZP+EUJIFBxNpOYJnYXnkRRg5dFipv2BK3uFO7cFyACUHlhlvZoAK9G7qJUB6NtYC1yj0m2gLihKJOxlLKoMQBtgFeO6JG3wV4qUltaQNmeFqhmrmzZtQkdHBwYMGCBtHzBgADZs2KA8ZuDAgbjjjjuwYMECPPDAAxg+fDhOPvlkPPXUU9rzzJw5E01NTc6/wYMHd2k/CCHZRZr2DUuabih+GYC4L939U8k0dEYjIC+TGryCkvq7cz74p9ZdIzm4rmojGdSdVCYC8ExrOxXrjpc920F1lb8HyQCCj00rlAEkR321T+D9g2FZlvaPyPDhwzF8+HDn+9ixY7F27Vr86le/woknnqg85uqrr8aVV17pfN+2bRsNVkJIJIrOg1+33GqNG1QF5GwAiBSAlBZEmYbltLsg/RSJ2j+dZ0+6Hzx5Se0goHhR712Pff4OQc8RJRuAqowqul3nWbWP13lB/cut6tvi3WfCvQh4r5chjc4IVfOs9u3bF3V1dT4v6saNG33e1iCOO+44vPHGG9r9jY2N6NOnj/SPEEKiIMoAsppnVcQSOpp2ryqgHh9vTlQRqVwMz54/G0CAZzVhGYBNh2BURpEBKMtI09qd5bTHy+UCquosFyPAyoB7EYDyepHaUDVjtaGhAWPGjMHChQul7QsXLsTxxx8fuZ7ly5dj4MCBXd08QggJDbDKgvfE71ktfzahZ0XF+BQ9hqWIGCEfz7OnCrBSH+M1rGoeYGW3sSQaq5XVVZSMr2D9tnNddVkR9iDAyoR7EfAGWJnS6mxQVRnAlVdeiUmTJuGYY47B2LFjcccdd2DNmjWYPHkygPIU/rvvvou7774bADBnzhwMGzYMhx9+ONra2nDvvfdiwYIFWLBgQTWbSQjJKaJGMauuVemZKngMTTDE1Zpi2bAUEcsF51n1ePac7Z31KFKZOStnadpYK1wD3t0WJXWVMsBKXMEqoFz5HPL5fXX5dKj6K5O0lKJSpACr5JqRS6pqrJ577rn44IMP8NOf/hTr16/HyJEj8eijj2Lo0KEAgPXr10s5V9va2jB9+nS8++676NGjBw4//HA88sgjOP3006vZTEJITpGnfRX7M/BIkm1VNwDJhK6JQT9ej6nWs+oera/Xdx57u/Dy4pMBqM9bazvLPl9HTM9qWB7hyJ5VrQygcs2qIbaqJyAtsWbkkqoHWE2ZMgVTpkxR7ps/f770/aqrrsJVV11V7SYRQggA9TSzar/J6AKsTOiaOD7eFZTCAqwqSZ0k3w/qtiSddsk2CsX7VecNFQlbTjjsXnevhybAKkbQVNLe6UphgFVymLLIGSGEdDmiNygXK1gpjL5043o6vQ5hbYBVhP7pPHvOdk8+2vI+dYBVrS0tVdR+tOVWVXlWhc8KI1jEzcagrt9/uaMHWJlxL3o90cm1I4/QWCWE5BZXBuDNQNq53xifj56Cx7MaJWl+WpA1pBFkAMIoBnXPv8/Wo/qNY+8xiXsFK0xdFVZElb9VOj4ki0QeZADiaBvT5IxAY5UQklvc6G/48moCbm5N03Gln5ZRAVaqaXlv5L6IaNQGjZ0ucr2gOJ/3mKS9gup8qJWlrlItH9pVAVZB18XUACtV9gRSGzLyp5gQQuIT5k3Kiv/E6YXoWU2qMTEIXlHKjyhziLWCkmOsukFGfhlA8LG1wj5dh/By1SUBVlJwmer4eKmr4ni2TbH7KANIDhqrhJDckocAK8D1ZIkBSCZYq7Z31BI9q8VoAVZB/YsSYOW9HVITYKXIsxopwEqxTQoYcq61+ngnP6+mu74Aq0DPtue7vmiqYIBVctBYJYTkFslzl9EAK8ArAyhjwsPWGR9BROpoR3Wa1SgBVprvQnyVfgWrkLqqjTLAKsJx6jyr4mf7WutkACGpq3wGaAYDrDSfSfWhsUoIyS1u9Hd2A6wA2egzKcDKvvxiAJybE9WPvNxqQLW+qXyPHlW5KID62FrfIvZYysuthh8Xnme1s1zI8VEDrIKuS9JSikoR+25Km7MCjVVCSG6Rp8dV+2vcoCohBs+42sP0oxqfoACrkiJrgAr/2vR23XY9fllIWgKs7IHrChmA2Be771rPaoi6Ik6AVdLe6UpRLaJAagONVUJI7pFWdhLIygNJSgHVuc2EqVdpWt5jZKubH1EGoJuylgKs1MckbWiplluNgsoIVYVE6eoNyyIRJ8DK1GwAckAaqSU0VgkhuUXOBhDz6W8QogwgygpPaUHOg2tvlPeJlI3xcM+xLhrdNY79ohDXSE7W0HJkAHE9q1FlAJq6wgKsdNdUWdZUGYCYZ9WQNmcFGquEkNwSLgPIxhPJmeIVPI8meLOKCk9n8HKrlmBU6fvnj+iXt4tyAu8xcZYVrQZ2lH1XrGClim7XLwoQ/JITJ0tC0hkVKkUca1PanBVorBJCcovkSQtZjtJkCgqjz4Su2W0UDa2C56eIaqUrZb3aACuxHvUxSXsFVZ7Vrsmz2llOd7zn/EF1ifVFwYR7EWCAVZLQWCWE5BY7Z6eVowArs2QAnYaZYGkFe1ajGeN+zaS9vfzTUgRY6c5bcxlA5+nEa9I1AVb270JIgJXWs6qv23/e4O9pRWwnPau1hcYqISS3ON4kS+dZzcYDSeU1M+FhK2uK5W0qa1TKIxvjTcPNodppsCG6grnWV1H0kttEaWtYgJX7QhN8rP6+Ub8AqDBVBmBGK7MJjVVCSH4Rp331u43HdBmAOOWtS84PoDM/aoQAK51nTwzo0soAkg6wKiNekyjWatRsF6p8w9LLgq5dMWQAvn0m3IzwygAMaXRGoLFKCMktckCNf39WHkiq6W0T+maPj2SsFuV9InKAVXi97nd5e5oDrBwZQOw8q6oAK+GzIInxImmGowZYBVwYf5qr9N+LgDfAKrl25BEaq4SQ3JK7ACsIgTIG9E2VTqng2SdS7l+4Me7d4/XWqmQABU9Z77G1QqUtjSIDUE3vFxSfVcaquEm/glXwd5GkDf5KkVJXJdiOPEJjlRCSW1TJ8qX9NW1N9bD7YV6AVflnh+TZk/WlIlFlDroVrKS8rqnNBlAmdoBViCbb6bviNyGKZzXOddFd/7Qj56U1pNEZgcYqISS3iF6qsDyUJqPSrJrQNycbQMndVtQYjYC9nKxdTt8/XeS6mGtUnw3Ae2xQD7oe1TXpitRVogQi6FjddY2bJcHEyHrV8rSkNtBYJYTkFmnaN+RhbjJyVH14AFJaED3C7rZOz6oyOChqnlXvVL693a5HsfxuwfdBak+tENOQ2UTKBqCqSzGtrUtd5S0XtiPsqqgkCGlHfdeQWkBjlRCSWwqON0lhnCDcO2QKRcHAibLCU1pQBlg5wVD+8pbYvxBjQuXZc+6HUnTParHGT1FHBiAtClCZDEDsi6hr9lJRgFWoZ1U6eWDZtCCONT2rtYXGKiEkt8ia1eA8lCYjGm5hyd3ThMqLqNOOAvI4hvVP8uwV5G1B90LSkexF4QXLJtpyq/5tKntRGWAVQQbgC7AKuSwmRtZLnmhD2pwVaKwSQnKLlAQ+JzKAKHlI04IjA1DmWQ0JsAozVsXgImebvx549sU1yroax4AXPasRhABqA9x/DQC/FzaKzMCfZzXEsyqd24S70WPcG9LmrEBjlRCSW4KW1yzvz8YDSfTGmSQDUC+3Kv8UKcWQAahyjEYKsPI8NRPLsypmAyhpCguoXsbkaW2/992pvwIZQOjtZZ4KQA6wovVUU3i5CSG5JS+pq2zEPKQmTL26MgBxm14HYAn/DzMmVMasKAOImme11neJq7N2t0UKsFIWUk9rew11ygDKyEFhhjQ6I9BYJYTkFlVKJ5E468unGdtwEwPJTHjYOh7hUjTPqpxntfIAK1Eu4ZYv+I7TtaOaqKQRXRlgBfiNX9WiDL52xQ2wkgzl9N+LgPd6JdeOPEJjlRCSW1QBPFnE0ebG0HSmAVXku7sogB95OdmQuhWGh3g/6BcF8E53J+NZlbMBhB8XNcCqXFbvWdWuYOXVrMa4/qYgL6JgYAcMhsYqISS32EZch+Zpn5XnkdsPC1GWI00LKn2mu08tA7BLhnk8VcFFrgxAtdyq2kiu9VUsKq5J1wdYeY/1n99fl75uFaLn1RRteEHzmVQfGquEkNzi5B9VuZ1gzkM0DHF1IjcAKf14ZQBhOseSZQljGSPAyrOCVUkZYCWX9R5bK1QyAM3tK6GUuSiugQo5wEpdziuZCX9ZED6bcDPCa2An2JAcQmOVEJJbVAE80v7aNaWqOB5DQYtpRDSzZ3zkdFMKz6oVw7MqTenKPxEoA1BvrxWqZVGjaFbVMoB4AVaBq4L56g5uj6wZDi6bGjQaX1J9TPhzRQghVUElA8hkEEVnPyzLnQw2IcDKOz4FeaeDk4LM+V+4MaHaWxDq8U6bB2lla4pSBhCF4CwQqoUj3CPDc/P6L3dYgFvwi0caoQwgOWisEkJyiyrBuolaujBEb5wVMQApDXhlGrpp2LqiHUAmBFiF1B2UDaAsJ1CX90W919gtaBt2pZgBVnYZ3f0tdsufDcAuo++rPxtAcHt0wV1pRr5ehjQ6I9BYJYTkFtE4sclKuioRN3DIimR4pAVftgbRwFGkPpJlADE8e7Yh2vlduZqZHWDllQEEnqXrKXqvCaLKAGz5h9pAjSIDCPrV8MsAogdYmXAvAmYa2FmBxiohJLc4kdWCF60uw55Vy9AAK3t85FWn3M/2mMnGeFjd/vOI18lrAKYmwEpxz0YKsOr8Kd/fED7rZQCut1rfV/91CW6PiVPqDLBKDhqrhJDcYj9vRE9SncbzZDKOFtMwGYB3fHTrydtjVipFz5kbFGAlLtuqK+PdXiscGUDM1FW2bEC+v8Xr6eI11C1VIW+7fB7nMM+2/ti0IrXZGBM7G9BYJYTkFlWCdSnAqtYNqjLiMqJGeI0946MzcNwAK6F/Ia4vlWdPCjLyBlilJc9q51M77qIAqiwJ0jUI8Kw6GSQCZQDyzvBsAGbPYBjYZKOhsUoIyS0q/Z9o5GRFv6oMsEqyQRHxjo9O5+h4VmP0T7UakXg+vWfVa5TV+koqPKtRnMm27lTjWRVvdW2AVcBVjb2CVYyyacFEnW1WoLFKCMkvigCrOs3UqMm4MgBLGRWeVrxT3jqdo9MXC5H7p/TSSnIJb/mC7zjV92qzpwFW0v0tXYOCr6xbv3xuFf7rEnxhTDT8TJQuZAUaq4SQ3GI/byQZQAYTrYqa1YgLPKUCN5hIkQ1AlAHYqauEyftYnj1nit+ux/2/t3zSMgDfNUG8ACvJs6orqwuwCkpd5ZUBhLRH1n+age5liVQfGquEkNziLufpbtNFS5uME+UumHMmdM3Ns2p/V+sc7TETl0kN658qsjtIBpCabADw37NRAqxsAzQo24Wo/ZWOdc6tx7siWqhnW/xsws2IbOZgNgUaq4SQ3OLL4wlPtLQRJl04di+sGNPkacCbB1fnjXOMLCt6HlnVlK5zjCJ1VbplAOHHOTKAgGwXYr5akSgZJPIQYEUZQHJU3Vi99dZb0dLSgu7du2PMmDF4+umnA8svXrwYY8aMQffu3XHggQfi9ttvr3YTCSE5xcmzKjydVVHmplNQeR4N6FvBMz46nWNRCLDyHqtDVZe4bKvX/tN5Vmutt3QyWFiVyQB0OlVANPrlY0sRXgC8vyvhxqrwObhoajDRwM4KVTVW//CHP2Dq1Km49tprsXz5cpxwwgmYOHEi1qxZoyy/atUqnH766TjhhBOwfPlyXHPNNfjOd76DBQsWVLOZhJCcolq6UrcEpcmIAVbebWnGOz66qWNxuVX32DjnkessL7eqSQfgPTah6yi3L4oMQOFZ9ZRR5XAV6w/0rHqN1SzmWU26ATmmqsbq7NmzcfHFF+OSSy7BiBEjMGfOHAwePBi33Xabsvztt9+OIUOGYM6cORgxYgQuueQSXHTRRfjVr35VzWYSQvKKx3NXKHg9Ptl4PDkyAJgmAyj/7AiRAdQpvI3xsgHI4VPisq3e8/mNstpSVPQ1Up5VhWbVd4kEz7Lq2OBrGk8GwGwAJA5VM1bb2tqwbNkyTJgwQdo+YcIEPPvss8pjlixZ4it/2mmnYenSpdi9e3e1mkoIySne5TwLMDPwIwx3GVEr8gpPacC7HK5uGtaWAYhLkMYxllQBVt7L5F2SVVVPLSh4rgkQbdUulQxAG2DlqS/KEr1eGUCsAKvAkumBAVbJUV+tijdt2oSOjg4MGDBA2j5gwABs2LBBecyGDRuU5dvb27Fp0yYMHDjQd0xraytaW1ud79u2beuC1hNC8oDjcRQ0kSZ6fMIQU1cZ5VmFa2SXvwv7FNpiWeYQfxpaDDDyB1j5j1N9rzaqvkZ5/VAGWHnKFATPsoiTQSIodZVXyxvSHhMNPxN1tlmh6gFW3hvYsqxYN7wbhag+ZubMmWhqanL+DR48eA9bTAjJC96clQWPazUrDyRXi2hogFXocqsFqZx3v7Ju6XPBt00rA/DlE621Z9XfV5++VoHqJUVnePsCrErq8tKxvnaGNMjAKXVxrE1pc1aomrHat29f1NXV+byoGzdu9HlPbZqbm5Xl6+vrsd9++ymPufrqq7F161bn39q1a7umA4SQzOPV/xU8nlVv7khTcTMyWZFyZqYFb+R72HKrUlaHkLpVRpu7LK1fLuHKALxtDDlRF2OfriOGZ1X0wsqpq9SSBn+e1fDctXGzJJgotwmSUJDqUrU/xQ0NDRgzZgwWLlwobV+4cCGOP/545TFjx471lX/iiSdwzDHHoFu3bspjGhsb0adPH+kfIYREwetJ8mlWjTDpwpH6aZQMoIw4Pt59gKjJ9W8LrRyuYaWSS3jLJy0DUOZCDbFWxbKBeVY7f3odtVGkI3Gvi5kygAxOuxhCVf0GV155JX7729/izjvvxKuvvopp06ZhzZo1mDx5MoCyV/Sb3/ymU37y5MlYvXo1rrzySrz66qu48847MW/ePEyfPr2azSSE5BTvlKovG0BGHkgqj6EJfXMDrPxyMHWAVXQZgCrASuWB9pbXeSNrhVcaAYQHWIl7g3KFusa6x7NqyfuD2qWrO6y8CYhedVMM7KxQtQArADj33HPxwQcf4Kc//SnWr1+PkSNH4tFHH8XQoUMBAOvXr5dyrra0tODRRx/FtGnTMHfuXAwaNAg333wzvvSlL1WzmYSQnOJMqZbyEWAFiIZL+vumeplw97mf6xQGXGieT+lzQfpZUgVYKY5Tfa823nsWCJcBSCu0BTgHxcUjRKLIAOIGWMn6z/Tfi4CZGQyyQlWNVQCYMmUKpkyZotw3f/5837Zx48bhxRdfrHKrCCHENXh068ln5YEkRnm7U7oJNigivvHRGFp1zgpWMQKsFIZvkAzAmzHA3V7bCyl6yW3CMldFlgE433We1QAZgPd7jOtvwr0IyP03xL7ODBkJHyCEkPh4o8gLhUIml1QUjT6TZABez6pO51hJNgB1nlXbqI8eYFVrQ6syGYA6pZcuZ6x/udXweyZu/lnJ8DPktZABVslBY5UQklu8ASWFgmx8ZOV5JOUP7dxmwsPWNz6qnRC9jf5tcc7kalYVqatsz6pvpaZaa1b9fQ3PBuB+rgtor/d6e+uPE2AVhqz/jHdsUkjShQTbkUdorBJCcotKBpDFgF/XCLGE3NXJtScqfhmA2hunlAGE1u2f0rW3WIoVrLxlk0IcSxuvvtaLXgbgNbw7y/tkAOH3zJ7IAJK+plGR2mlKozMCjVVCSG7xTTMXsxlg5ax6BDENVPr75pdpiPuEz8psAMH9U0V26wKM5DLqOmqFSgYQqlkVjM+i0Gh/zli1DECVOszfrpgyAAPDlUz0BmcFGquEkNzi9VIVID82M2KruoaEFc1LlhZU4+PsUxgOorcxzJhQedC9nlxV+ULCLzPKAKuQY0qSDMD97POGOuW9iwLI51bhC9YKaZOJhp8sAzCk0RmBxiohJLc4D34xj2cGA6xEY87V56a/b97x0QVY1XnKAVE8q0JdRfX5VOWTNrIcgzJOgJVkxIv9VntD/cuthrtW4wZYIWGjvxLEFe1MMbCzAo1VQkhucaZUneU8PQFWCbSpOnQaIXC9ZEb0zTM+Op2jIwMImw/3V935uSBtU9VT8JT1fq4V3nsWCJcBSIFnomZVU7dPBqApLx2rqStKeSPuRQBiSw2xrzMDjVVCSG5xpn1LzpaMygDKPy1BBmCCZ8j1Itrf1SaO61ktf4/UN4UOwH8/+IsXErayCp6+2gQGWemyAXgDrJzi6jyr8ZZbjaEZNsQSkS+dAb9AGcKQW4QQQroeJ8BK8qxmWwYQJcF7Wih6xkcX3FRX9JYL75sqwMp7PhG7ztQEWGmWRFUhGp91FQVYRcgGoMiuEISJeVazmNbOFGisEkJyizegxCNZNWl+MpCCJAMwKMDKE/CkM4i85aIYkUHDrAywcn4ma2SpAqyA4CArvQzA41n1XEdv3VE9q1GuiomGX9Jjn2dorBJCcos3oKTQ+Z93v+nY06yWGGBlwMPWOz4qbyjgegvjpOVSedCLnnpU5dMSYKVbZUqFHGAF5efyd/elJmrd3mO9n3VIhp8hv2dJj32eobFKCMkt3mdksRDfQ2QCjmdVWPPeBPvAr4MUPgvbfasyRZqG9n8ODCByNKvJGlm6U0aUrHryCKvr1uZZDfKsRmij7gADbkUA8aUOpOugsUoIyS2qpTMD4k/MxTFCLEcGYKJnSOeN8yekj1mXU09AeYVBm8Ql1HktvUFRIpLMRdjuu//turQyAH275BeJyjTDJmHCzESWoLFKCMktqodvJmUAjs7RzBWs3O/uZ3FXnedJFqVvqsjuYE2mv0yabo/AmXoxTWrAy1iYDCCov3Gvi/ziEV4+DaR17PMAjVVCSH7xPqyLchqdrDyPHI8ZDFvByttGTQR5neetI1o0uv9zoAzA9yEpGYDGsxpBBlAshCwnrJEBIOYLTuzrH6nW5GHqquSgsUoIyS3+aVA5wMqYp2gIrhbRrNRVumlqwJtCyuuBjRngozqBt7widVUSl1A3FV+ZDECm4CnvrbtrZQDJan8rIWkJSJ6hsUoIyS3+aOhgI8hUxKj6kkEBVqrxUX32eVaj1C0unVkMlwHYp0g6D6/ujIoVYh3EFxTVMrPOd02eVWcBgsDrI14XfVtskjb6K0FM+2Wi5ttkaKwSQnKL16NTDrBSeNwMx5UBmBVg5Y9WV3vjvEZjbM2k52dQ+aS9a0XNwAWtYOV4VhHsARU98FLd9rmDPKtSPVE0w+Zpw+P2kXQdNFYJIbnFt4IP5AeSzjAwDWeJTtGzaoApHhTlH+QBj2Ys+cvH9awmolnVbI/mWQ32aIYGWAW0K36Alb4daUU2sBNsSA6hsUoIyS2qPJOSQVTb5lQNKX+mSQFWvu8F5WdfNoBI09B+4yrwOEWZRK6hNtFq+KFF78xBxGCtSHlWY/7emB5gZcQvUIagsUoIyTEhMoCMPI9kGUAZE6ZeddHq5X3u58oCrPyfg7zNqn2JyAC0tmpEGYCw3fcy4Hjg1ekAggOs4nmck/ZQV0LSEpA8Q2OVEJJbwmQApjxEw5ADrCK44FJC1AArr1wjyqipktIXAp6I6QmwUp8zaoBVsJHfWV5Td5h0pOBco8BinXX5j0s7SY99nqGxSgjJLX5NZEYDrITAGaOXW9XJACoJsFLJACKUT1oGoFUBBLyE2HvKMhf9zIE2wMqpIKRtTj0xNcOhpdNB0mOfZ2isEkJyi38aVB14YzqiZtUoGYAmWt372edZjS0DsA3RcE1m0lPBehmAnsgyALgeeLnuaBkkHIM+uJhUtlxv+u9FIPmxzzM0VgkhuUUVRa6bajYZORtAeGR3WtBFq5f3BXhWI9Xt9zAGjXd6sgHoZAABntXOXcVicICVKwOQ64oqA7CPj/2yYMLNCDMN7KxAY5UQkltU8Tu6qWaTsXthwXWtmpCWy58HV/gsbPdrW2NOQzte00AhgPa4WqI9Z6BmVZNnVTW1AGERAM/x3kUEfG1TXCMdJuo/5WwAiTUjl9BYJYTkFpVmL2ljpBrYxoBpnlVfAJzGwPHLAOLV7QRYRfCsJu1d03ktAwOshGNFgzxqgJVVjQArE25ADyYa2FmBxiohJLd4H77FQiEwAMVUnH4IAVYmWKs+zar4WfhSyXKrkge9IP9UllcFZCXhWdVsD0pd5cgACsF5hN3bxLuCVbTcvNE81HLZKPWmBTpWk4PGKiEktyijoaWHeTYeSa4MwLAAK9X42J+F7UEe2Ch1u0up6o9TGSpJXEHdVHxQRrKS8IYSZCSK2mZV3WHXNY4MIGkPdSWYaGBnBRqrhJDcog6wEqeXa92i6iAmezdJBhAUYCVO/fvHMbxueUpX/hlevqA8by3YowCrQvBUttt/XYBVMKogNB06L3maMdHAzgoZ+VNMCCHxUQdYid+z8UCSUleZlGc1QAYg4pMBRNMB+MpHXk40QdeqrolBnlVpGj9gLlubuiriEr1xsiPI+YwNuBlBz2qS0FglhOQWn2avkM0Hkm0MlCwhstuAzgXKAAI0q3E9e06kf9R2xSzflegMwkBjVQiQkrNdeCsv/9DJAMKuq2PDR/Jsqz+nGVOM6ixCY5UQkltUK1ippodNR8yfaVB8lVKmodrnKxezbjfSP1p5N+o9CRmAmkoCrPTZADQBVmFty7gMIOjakepCY5UQklvCZABmmHThuNkAogfLpAHV+Kg++42uCMaS5KUtSD/Dy6vbVwt0fYsSYFUohARYCR54Vd2hAVYRUoDZJL24QiVkcdbFFGisEkJyizIwx8DpyTDcPKtCgJUBfQtK9i9+rvM+yWIaS1GmpFMTYKU5ZWCAlXh8UJ7VzuvoTV1ViqhzjhNgJWfdMAPmWU0OGquEkNzi16x686xm5IFkT++6C1gZor9TvEwoPlciA5C9tOFjrkubVWv0MgA94gpUwXlWNV7byDKA6FreKNc8zZjXYrOhsUoIyS3h2QCygRPlDVm/mHaCAqxEKpEBqLIBeDbrikeSDVSLSgKsSkKAVVBn7V1eL23cAKtonm315zSjWhiC1AYaq4SQ3KIycrI41VcUjJCoaYjSQNQAq0pSV+lWKtONucpQScLI0qeuCvStAggPsLL7uKepq2Jrhg15LZS80ib8AmUIGquEENJJZlNXiTIAkwKsAr5LBqZvudUIxpJUV7hrVVUkiUtYmQyg89hCcOqqgqe8t+5wYzW4jfK5zPNSZnHWxRRorBJCcotqmtmUB2cc3GTvZgVY+cdHbWjVqQLlYtQdxQhRygASMFl0XsugACtxBSpVFgT3u7quUslSlvcSx4gXV4cz4V4EvN51QxqdEWisEkJyi0oGIE01myKmC8HNn2lWgJV+OVB5bLzZAKIYEjq5h84YjLs8a7XQywD0x4jT+EFaUbuP3qqi5uaNlyXBPMPPRJ1tVqCxSgjJLapnZCan+gQtokkBVl50Y+Nf3CFCXRq5h85uUnokEzCyKsuzWv5Z8LyMqQIMy3VVGGAV43IYafgxwCoxqmqsbt68GZMmTUJTUxOampowadIkbNmyJfCYCy64wPmFsv8dd9xx1WwmISSnqAJMogTbmEZWAqx0acUqkwGoDY+0e1Z1b1DBeVbVqaf8MgD3pUZVd9h1jeNZZYAViUN9NSv/2te+hnfeeQePP/44AOBb3/oWJk2ahIcffjjwuM997nP43e9+53xvaGioZjMJITnF+7gpR0tnz3sipa7ybEszvuuv8YD6sgHEDbAKCDoKOjpFtmowgmdUur+9dRek4hWfO1rmMPN+z+LfJ6SrqJqx+uqrr+Lxxx/Hc889h2OPPRYA8F//9V8YO3YsXnvtNQwfPlx7bGNjI5qbm6vVNEIIKaOYBs2iDEDOBmCOZ9U/TV1Qf/ZpL+PVXYgw6KrySXjX9kwGEBJg5ZTfMxlAtNRh/uPSTtC1I9WlajKAJUuWoKmpyTFUAeC4445DU1MTnn322cBjFy1ahP79++PQQw/FpZdeio0bN2rLtra2Ytu2bdI/QgiJQliAVVYeSE6AlWVJ+sW0ExhgFeBZjWL9ZC3AKpIMoFCIFmClkQGEvb3FkwGoXzzSjJE624xQNWN1w4YN6N+/v297//79sWHDBu1xEydOxH333Ye//e1v+PWvf40XXngBJ510ElpbW5XlZ86c6Whim5qaMHjw4C7rAyEk26imQaME25iGqEWMGtmdBnTT1N7Pe77cqrpe7bkdGUDtr6J+SVQ9oq2p804DehlAVOmI41kNLKU/Lu0EXTtSXWIbqzNmzPAFQHn/LV26FID6zd2yrMA3+nPPPRdnnHEGRo4cibPOOguPPfYYXn/9dTzyyCPK8ldffTW2bt3q/Fu7dm3cLhFCcorfAyQnTc9KgJXdjZKQZ9UEz5A/yl/t9fa+ZESTAey5ZzWJ20PXt+A8q670I+hlzPWsevKsRrxn7OP3JHVYmol7j5GuI7Zm9YorrsB5550XWGbYsGF46aWX8N577/n2vf/++xgwYEDk8w0cOBBDhw7FG2+8odzf2NiIxsbGyPURQoiNSusoaelq25yqIQZYwSAZgE+zqhkb+xXDXWkpyjS0VIGyXqiLuIsCJHEJNecMzLPa+dMvc1HX7V9uVVNe07Ro2Rj8x6WdKCudkeoQ21jt27cv+vbtG1pu7Nix2Lp1K/7+97/jU5/6FADg+eefx9atW3H88cdHPt8HH3yAtWvXYuDAgXGbSgghgaimQbMpAyj/LMsADAqwCtji96wWHKsqmgxAbbRpr4tie5pkAEFCADGozmvky3WX0XlpQ/sbQwYQRXqRNoKuHakuVdOsjhgxAp/73Odw6aWX4rnnnsNzzz2HSy+9FGeeeaaUCeCwww7Dgw8+CADYvn07pk+fjiVLluDtt9/GokWLcNZZZ6Fv374455xzqtVUQkhOKXj+AvpS+5jyFA1BCrAqlT+b0LeoAVZFX+BQlGlodXnddZGmrYvyz1qilwHoj7EEb7q8Cpi37oJU3qm7s/Kw/sYJsBJXIDPhXgTk/lMGUFuq+qt23333YdSoUZgwYQImTJiA0aNH45577pHKvPbaa9i6dSsAoK6uDitXrsTZZ5+NQw89FOeffz4OPfRQLFmyBL17965mUwkhOcQ3C1qQNxryDA1FzrMa3fuYNIEyAM9nydO1B9PQkWQASQZYVZC6SgqwCojCDwuwCruwsWQAivOmHdkbb0ijM0JVFwXYd999ce+99waWEYXcPXr0wP/+7/9Ws0mEEOLgzzMpB1hl5XHkygCsyDkz04B/mlptaBWc/5WJG2AVRQagKp+mACtvUJRI1AAr+6t+udXgtrnZAKJohgVPtQH3IpBNiZApJDCJQQgh6UCVnjPudLIJ2IZByZITxKcdVQCcap93ejuasSTWG244qe6LJLxrulMGygA6f3oDrOLmWQ3rrntdgst5yxhwKwLwGtgJNiSH0FglhOQW/zRoIZPeE8djJvzfhK75ZQDqaVivDCDaNLS6kF4G4Pe4J3MNNTKAwAAr90ivr1r11VtX3CV6sysD0H8j1YXGKiEkt6imQbOYZ9X2ApWEFaxM6Jsv2b9mqr8WAVZiMJ5dJAnvml4GoD/G0sgAdJ5Vr5fWiplnNdr1N+/3TJVrl9QGGquEkNwSlmc1KzgGmCXoEQ3op/9lQq9ZDcwfGlJ3JM2qdGySMgCNZzWCDKAQku3C1ayq6w7rbxwtryH2qYRXekJqB41VQkhuUckAENPoMQHXVrUMW25V71n1ZwOovO4oU9JyFL3/uFqhO2eQDKAk5J+V+uqtuyCXj1K36vhImmHFcWkn6NqR6kJjlRCSW3IXYFWCYTIA/XfvOOkCpqLUbVKAla59UfKsevMI+/PYBtcddl3jBViZJwMwsc1ZgcYqISS35CZ1VedPC5akX0w9vpcJvW8rrgxA50HXHaoK4EriGurOGZS6ypUBQOqgP4BNXVf85VYjeFYjXPO0kcXgS1OgsUoIyS2qadAs6tJcI8TdZoJnSLccKOANFIofYKXSoHo/S+UVmxORAeiM1YBjdMutKmoHoAiwQrQAK7txUa6LiQFWZrQym9BYJYTklrAAq6wEW4lR3lFzZqYBv0xDbeCUXzLiecR1U9Z6zar/2CSMLJ0eNNCzqpMBeC6wuyyv+viwlzf7+EiLMoifDbgXATMN7KxAY5UQkluUMoAIXjbTcHthBUaNpw3f+Gimjr0ewzjR6D7vuq586mUA+mPEAKmg6XcxEE+uO1pu3oplAIb8nlEGkBw0VgkhuUa/KlLt21ItVJ5VEzxDgQFWRXF7/JcM1wvo9S6qj1XJDJK4hpUEWJVK5Z/eRS90fffWVYrsWbWvS2AxqS4DbkMHelaTg8YqISTXeI0cZ3o4qQZVAyFwJmqwTBrwa1YLms/xA3Z0xlKk1FWOCzHCibqYPQmwKstcFP2wv7uVeeoOPre/vuieVQNuQ5eMvsyaAI1VQkiu8U0nO1O82Xka2T2xEH/pzEQJMiQ9hkOlGsggg1jXlARt1YA8q3pKmml8vwxA7Vm1Ii7Ra1+7SDIMp6wB92EnmtuP1AAaq4SQXONdQjFOkIgpiNO7UZfOTAPRA6yC84eq647rWfW3I5EAK805gzyr0ARY6TTBfs2qe3xw2+xygcWkMibchzZRluUl1YHGKiEk30jTx26eVSM8jxFxU1cZJgPwBcDpP8fVG+uCpPSpq/zT56YFWIkzB6q67Hvenw0gWgYJd2o/jgzAgBuxk6xq2k2AxiohJNfoZAAGPUNDcY1VMXVV+jvon6ZWfw7zGAbVHZTLVXUu+djaU1GAlbMveNELu+pKA6ziyADirHaVFrK4YIgp0FglhOQa7/SxO8WbVIu6HruPljDBa0L3giL1IwUKRajbl3FA8VTUtSOZPKtqvFP30j5nGj94OWEnz6pXBhBRs2pfuzjXxSRjNYtLMZsCjVVCSK7Re82y9zCyrOgJ3tNAkBEqfy54vK4xpqF9UgP/sVoPb9ZkAK5oVVl3qAzAviCRZBgGym0oA0gMGquEkFzj9daZGPgRhhtgZRkVYOU1CMQVl7waUm+gXHjd6mlo1bFeL1qSAVZ6GYDeWi0JAVJB+WhdGYBcVyl2gFX4dTHx94x5VpODxiohJNf4Nau2EZOdh5GoWbU829JMkNfN6yGUvkeqW1NWdWFSpFmtCCFAynu/i+gCrBA1dZXjLQ3HuYYm3IidmNPS7EFjlRCSbzxGjhulnB0cIwTClK4BPQxKKyUbXQXf96h1B2Uc0G0zLRtASRhzybOqqduXZzWyDCBauXKZ6IZtWlAuDEFqAo1VQkiukab2igXopodNxgmcsSwhG0CCDYpIYICVMH8ctjJTUN1BS7qGtcMUGYCYeqqSAKuoGSR0S9gGlTXhPrRhgFVy0FglhOQar7fOxOnJMCQZgEkBVgHf5c/y/HasPJ8aPaqqrP/Y0NN0OZUFWNnHegPRPHVr86wGn9utL4a31EC5TdC1I9WlPukGJEVHRwd2796ddDO0tJfa0YhGAMCuXbtQX8zPUHXr1g11dXVJN4PkhILnS5KGSPUod6YkeFZNCGwJlAFIXq4KAqw8P73bg7YVtEdXnz0JsCq/jIkyAK+hXv7pXQ0rcoCV74MeEwOsEHDtSHXJjwXUiWVZ2LBhA7Zs2ZJ0UwKxLAsj6kcAANa8vcaot8+uYO+990Zzc3Pu+k1qjz8bQHJTvNXCnd51MeFh6/391yb+lx2r8TSTAefQbSskaGjpThngWJUyQERJXeWtK2qe1ThZEtwFBNJ/H9rIMoDk2pFHcmes2oZq//790bNnz9T+oliWhc0fbwYA7NNjn9S2s6uxLAs7d+7Exo0bAQADBw5MuEUk62hlAEk0pko4RogVfUo3LRQK6ilurwxAHsc4MoCAijXbEtU1V2Kt2of6Ulepq/Zd78gygOAmVlo2LXhfkEjtyJWx2tHR4Riq++23X9LNCcSyLHQrdQMAdO/ePTfGKgD06NEDALBx40b079+fkgBSVcTfLdGzmqXfOVMDrIDymHQ4nkF5rNzP3uCraPXax8rb9WW9ZUwJsCpFDrAqSOW9x4f1t7IAK0NuRDDAKklyFWBla1R79uyZcEtIGPYYpVlXTLKBb/o4g5pVR4sIIdjGENeQbnpf/hzFPaou4dNtqlaw0nggTXGsiunKgta3F++TqHXLbYvucY5TNi0EXTtSXXJlrNqY9CaXVzhGpFbkQgYgRHlbhnlWdTOvXsMhbg5MnQxAdazfqEvO+647Z6Q8qz7NqtdQt+uSK4uaQSJWcKKRMgDxs0ktN59cGquEEGLjDdrJYoCV3ZXycqvlz6b0T5JpFNUGqbhMbvl79HqDcrnqtiWZI1TXt8A8q1AHWPkkEEX3pUZVd9h1jSOhMfH3LOjakepCY5XgggsuwBe+8IWkm0FIIninmbOYukoKsHK2JdeeOBR0nz07YgdY6bYrDBL/tSpEPk9X4z2nKtODF60MIKKX1pWOhDYuWjmhjCn3IeD15hvU8AxAY9UQLrjgAieSU/z35ptvdvm5xo8fj6lTp4aW27VrFy644AKMGjUK9fX1SoNX1+7DDz+8y9tNSCXIy0+6UeUmeXzCsA0a0/KsAvp0VYEBVhH65nj2PE9B8Rx1RbWnMMkcoQVPe+scb2i0FayCXsZ0AVZO6quQDsfxltrX3aTfM/Fe8Y4DqS683Abxuc99DuvXr5f+tbS0JNaejo4O9OjRA9/5zndwyimnKMvcdNNNUnvXrl2LfffdF1/5yldq3FpC1Hg9aSY9PKMieoFcO8SMfuqDqsTPBY/XNYJn1fECqnWbYj1+zaq/DbVCp58NXMFK0JwWNX0q7+8srzs+YtviBFiZBAOskoPGqkE0NjaiublZ+nfTTTdh1KhR6NWrFwYPHowpU6Zg+/btzjEzZszAkUceKdUzZ84cDBs2THmOCy64AIsXL8ZNN93keEHffvttZdlevXrhtttuw6WXXorm5mZlmaamJqm9S5cuxebNm3HhhRdWcgkI6XKiGEOm4xghlpDg3ZD+ybP96mnYAhC7Q1ECrOocDaa3TdG1mV2N95x1jrEapFm1jxX77W+7vUW33GrYNXZfAMIxUW7DAKvkyFWeVRWWZeHj3R2JnLtHt7o9vuGLxSJuvvlmDBs2DKtWrcKUKVNw1VVX4dZbb62ovptuugmvv/46Ro4ciZ/+9KcAgH79+u1RG0XmzZuHU045BUOHDu2yOgnZE/IWYFUqlT+b0j/d9L4352XcHJi6cRa/21PsvjKdbp40BFjZbSwFZgNwpR9BEoaixvCtRoBVnNWu0gJXsEqO3BurH+/uwCd+/L+JnPuVn56Gng3Rh+Avf/kL9tprL+f7xIkT8cc//tH53tLSgp/97Ge47LLLKjZWm5qa0NDQgJ49e2q9pZWyfv16PPbYY/j973/fpfUSsifI075menzCcFJXSdsMIZIMICD4Knr1vu86T6HjWU1BgJVu6l5EDLAKCg7TygA05/a3Ta6nq8qmB7Vnn1Sf3BurJvHZz34Wt912m/O9V69eePLJJ3H99dfjlVdewbZt29De3o5du3Zhx44d6NWrV5ed+/DDD8fq1asBACeccAIee+yx2HXMnz8fe++9NzMPkFThC7ByHubZwZUBWOblWZU+FzR7vOMYoV6NJSrJADQBVk7UexKaVY1nNW6AVdBF8gdYqc/tb5z9I4pnNbQZqSOrMiETyL2x2qNbHV756WmJnTsOvXr1wsEHH+x8X716NU4//XRMnjwZP/vZz7DvvvvimWeewcUXX+ys/FQsFn1/xCpZFerRRx91jrOXQ42DZVm48847MWnSJDQ0NMQ+npBq4Q+wsj9n52nkTu+608Wm9E+fW1X87JEBRJij1Y2zlA1Ao1nVLdVaC3zGapQAq86f4nLCwTIAz/ExZQCxsjEYch8CXslQgg3JIbk3VguFQqyp+DSxdOlStLe349e//jWKnSKq//7v/5bK9OvXDxs2bIBlWc4f4RUrVgTW29DQgI4OWce7pxrTxYsX480338TFF1+8R/UQ0tXoZABGuXxCEKd3rciLZ6YDeXwKms/xI7V1HnTxe7GoNlbdWyR5GYCTyD9gXEXjM6jtScgATPo903v5SbVhNgCDOeigg9De3o7//M//xFtvvYV77rkHt99+u1Rm/PjxeP/993HjjTfi3//+N+bOnRs6hT9s2DA8//zzePvtt7Fp0yaU7IgMBa+88gpWrFiBDz/8EFu3bsWKFSuUxvC8efNw7LHHYuTIkRX1lZBqIQfwFIwM/AhDzrNqbzOjf1EDrOJGaus8q6rz6VawSsKz6lt1yhlb/TFugFQ0z6pXBlCKKB2J4y018fcsbi5f0nXQWDWYI488ErNnz8YNN9yAkSNH4r777sPMmTOlMiNGjMCtt96KuXPn4ogjjsDf//53TJ8+PbDe6dOno66uDp/4xCfQr18/rFmzRlv29NNPx1FHHYWHH34YixYtwlFHHYWjjjpKKrN161YsWLCAXlWSSvResyzhTu9G1h+mBG1QlceTGldPGCt1le/Y5ESr+tRV+mMip64qeA6wvwp5WoPbZn8ILCaVNeQ2BOC9x0xquflUdf77F7/4BR555BGsWLECDQ0N2LJlS+gxlmXhJz/5Ce644w5s3rwZxx57LObOnZv7FY/mz5+v3D5t2jRMmzZN2jZp0iTp++TJkzF58mRp2zXXXKOt+9BDD8WSJUsitUuXg1WkqakJO3fujFQfIbXGu/ykkwg+Q88id3q3LAQQt6Uf0ShVawYrkQHoSkm6WE2AVZIvNN5zxpEByNPY+rq9dUVdbtU1QCN4Vj3HmIahzTaWqnpW29ra8JWvfAWXXXZZ5GNuvPFGzJ49G7fccgteeOEFNDc349RTT8VHH31UxZYSQvJKngKsSiUDA6x0nlWPl0tcCjNanlV1WfVyq1CWSeIa6rMB6I8Rl0stBryMFYT7RH18WNv0EgMvRgZYaYL9SPWpqrH6k5/8BNOmTcOoUaMilbcsC3PmzMG1116LL37xixg5ciTuuusu7Ny5k7k5CSFVwZvyKIsPIbFLThqjZJoSG93Uq9cDrvO66uvVGKLCZ70MIPp5upo9WsEK0WQAPs+qlKc1oG2eegLLmnIDCkieaRM7YDCpCoNftWoVNmzYgAkTJjjbGhsbMW7cODz77LP4j//4jwRbRwjJIt4HUJJLaVYLuyu7dndgd4dZMgDd9L53Kl7Ws0ap139c+bvf6E2TDAAot8urPV61aSeeeWOTsvw7mztlWJJmVVFvZ482bW+T6tq8s017jLddYj2RyppyIyLZl5S8kypjdcOGDQCAAQMGSNsHDBjgJKT30traitbWVuf7tm3bqtdAQkjmqK+Tp33tadX6DIX72n36YEebsM2M+No6YRzqFZ/rO/shlovSt7rOcfeWFc/RUF/n2wa490xdXTL3SH2x4Lx02G1c8OI7WPDiO6HH1Qfc3/a2Zas34xvznvftrwv5nVCNhQ77upv0e5bFvw2mENtYnTFjBn7yk58ElnnhhRdwzDHHVNwo75uWmCPUy8yZM0PbQwghOi44fhh++/QqNPXohs8e1h979+iGUz8xABNHdu1yw0kyfEBvnDF6IP69cTsA4BMD+2Dovj0TblU0vnXigfj//r4GA/p0x9iD9nO29+vdiK9+aggG9GkEAHzj2KHYtL0VPbrV4fRR4WP3yWH74pQRA3DGaLnsV445AG+9vx11xQJ+MHEE5j3zFk4+THagfOnoA7Buyy6cdngy98jlnz0Yj/9zA4bu1xMXfroFsx77F3bt7gg8Zq/GepwxahAO7LsXvnDkIBw+qMlXZtzwfvj0wfvhg+1tvn39+3THpw/qG3iOLxy1P97atAOnjxoY2odjhu5j3O9Zv73K91y/3o1JNyV3FKwgoYuCTZs2YdMm9VSDzbBhw9C9e3fn+/z58zF16tTQbABvvfUWDjroILz44otS+qOzzz4be++9N+666y7fMSrP6uDBg7F161b06dNHKrtr1y6sWrUKQ4cORc+e6f5DbVkWNu0sX+e+PfsaNVXSFezcuROrV69GS0uLdC8RQgghxHy2bduGpqYmpb3mJbZntW/fvujbN/jtqlJaWlrQ3NyMhQsXOsZqW1sbFi9ejBtuuEF5TGNjIxobo73lNDQ0oFgsYt26dejXrx8aGhpSawRaloXdreXlTXcVd6W2nV2NZVloa2vD+++/j2KxyKVZCSGEkJxTVc3qmjVr8OGHH2LNmjXo6OhwVjY6+OCDsddeewEADjvsMMycORPnnHMOCoUCpk6diuuvvx6HHHIIDjnkEFx//fXo2bMnvva1r+1xe4rFIlpaWrB+/XqsW7duj+urJpZlYfvu8pTdlm5bcmOs2vTs2RNDhgxxlpElhBBCSD6pqrH64x//WJq6t72lTz75JMaPHw8AeO2117B161anzFVXXYWPP/4YU6ZMcRYFeOKJJ9C7d+8uaVNDQwOGDBmC9vZ2dHQEa3ySpL3UjgWvLgAAfOmQL6G+mKpYuKpSV1eH+vr63BnohBBCCPETW7OaduJoINJMe6kddy6/EwBw0VEX5cpYJYQQQki2iWOvcY6VEEIIIYSkFhqrhBBCCCEktdBYJYQQQgghqSVzQkhbgmv6SlbtpXZ8vP1jAOW+ULNKCCGEkKxg22lRQqcyF2D1zjvvYPDgwUk3gxBCCCGEhLB27VoccMABgWUyZ6yWSiWsW7cOvXv3rlnqI3vVrLVr1xqdgSDPcAzNh2NoPhxDs+H4mU8tx9CyLHz00UcYNGhQaE71zM0tF4vFUAu9WvTp04e/oIbDMTQfjqH5cAzNhuNnPrUaw6ampkjlGGBFCCGEEEJSC41VQgghhBCSWmisdgGNjY247rrr0NjYmHRTSIVwDM2HY2g+HEOz4fiZT1rHMHMBVoQQQgghJDvQs0oIIYQQQlILjVVCCCGEEJJaaKwSQgghhJDUQmOVEEIIIYSkFhqre8itt96KlpYWdO/eHWPGjMHTTz+ddJNIJ0899RTOOussDBo0CIVCAQ899JC037IszJgxA4MGDUKPHj0wfvx4vPzyy1KZ1tZWfPvb30bfvn3Rq1cvfP7zn8c777xTw17kl5kzZ+KTn/wkevfujf79++MLX/gCXnvtNakMxzDd3HbbbRg9erSTYHzs2LF47LHHnP0cP/OYOXMmCoUCpk6d6mzjOKabGTNmoFAoSP+am5ud/SaMH43VPeAPf/gDpk6dimuvvRbLly/HCSecgIkTJ2LNmjVJN40A2LFjB4444gjccsstyv033ngjZs+ejVtuuQUvvPACmpubceqpp+Kjjz5yykydOhUPPvgg7r//fjzzzDPYvn07zjzzTHR0dNSqG7ll8eLFuPzyy/Hcc89h4cKFaG9vx4QJE7Bjxw6nDMcw3RxwwAGYNWsWli5diqVLl+Kkk07C2Wef7TwIOX5m8cILL+COO+7A6NGjpe0cx/Rz+OGHY/369c6/lStXOvuMGD+LVMynPvUpa/LkydK2ww47zPrBD36QUIuIDgDWgw8+6HwvlUpWc3OzNWvWLGfbrl27rKamJuv222+3LMuytmzZYnXr1s26//77nTLvvvuuVSwWrccff7xmbSdlNm7caAGwFi9ebFkWx9BU9tlnH+u3v/0tx88wPvroI+uQQw6xFi5caI0bN8767ne/a1kWfw9N4LrrrrOOOOII5T5Txo+e1Qppa2vDsmXLMGHCBGn7hAkT8OyzzybUKhKVVatWYcOGDdL4NTY2Yty4cc74LVu2DLt375bKDBo0CCNHjuQYJ8DWrVsBAPvuuy8AjqFpdHR04P7778eOHTswduxYjp9hXH755TjjjDNwyimnSNs5jmbwxhtvYNCgQWhpacF5552Ht956C4A541dfk7NkkE2bNqGjowMDBgyQtg8YMAAbNmxIqFUkKvYYqcZv9erVTpmGhgbss88+vjIc49piWRauvPJKfOYzn8HIkSMBcAxNYeXKlRg7dix27dqFvfbaCw8++CA+8YlPOA85jl/6uf/++7Fs2TIsXbrUt4+/h+nn2GOPxd13341DDz0U7733Hn7+85/j+OOPx8svv2zM+NFY3UMKhYL03bIs3zaSXioZP45x7bniiivw0ksv4ZlnnvHt4ximm+HDh2PFihXYsmULFixYgPPPPx+LFy929nP80s3atWvx3e9+F0888QS6d++uLcdxTC8TJ050Po8aNQpjx47FQQcdhLvuugvHHXccgPSPH2UAFdK3b1/U1dX53io2btzoe0Mh6cOOhAwav+bmZrS1tWHz5s3aMqT6fPvb38af//xnPPnkkzjggAOc7RxDM2hoaMDBBx+MY445BjNnzsQRRxyBm266ieNnCMuWLcPGjRsxZswY1NfXo76+HosXL8bNN9+M+vp6Zxw4jubQq1cvjBo1Cm+88YYxv4c0ViukoaEBY8aMwcKFC6XtCxcuxPHHH59Qq0hUWlpa0NzcLI1fW1sbFi9e7IzfmDFj0K1bN6nM+vXr8c9//pNjXAMsy8IVV1yBBx54AH/729/Q0tIi7ecYmollWWhtbeX4GcLJJ5+MlStXYsWKFc6/Y445Bl//+texYsUKHHjggRxHw2htbcWrr76KgQMHmvN7WJMwroxy//33W926dbPmzZtnvfLKK9bUqVOtXr16WW+//XbSTSNWOXp1+fLl1vLlyy0A1uzZs63ly5dbq1evtizLsmbNmmU1NTVZDzzwgLVy5Urrq1/9qjVw4EBr27ZtTh2TJ0+2DjjgAOuvf/2r9eKLL1onnXSSdcQRR1jt7e1JdSs3XHbZZVZTU5O1aNEia/369c6/nTt3OmU4hunm6quvtp566ilr1apV1ksvvWRdc801VrFYtJ544gnLsjh+piJmA7AsjmPa+d73vmctWrTIeuutt6znnnvOOvPMM63evXs7tooJ40djdQ+ZO3euNXToUKuhocE6+uijnbQ6JHmefPJJC4Dv3/nnn29ZVjllx3XXXWc1NzdbjY2N1oknnmitXLlSquPjjz+2rrjiCmvfffe1evToYZ155pnWmjVrEuhN/lCNHQDrd7/7nVOGY5huLrroIufvY79+/ayTTz7ZMVQti+NnKl5jleOYbs4991xr4MCBVrdu3axBgwZZX/ziF62XX37Z2W/C+BUsy7Jq48MlhBBCCCEkHtSsEkIIIYSQ1EJjlRBCCCGEpBYaq4QQQgghJLXQWCWEEEIIIamFxiohhBBCCEktNFYJIYQQQkhqobFKCCGEEEJSC41VQgghhBCSWmisEkIIIYSQ1EJjlRBCCCGEpBYaq4QQQgghJLXQWCWEEEIIIanl/wcv0ooOWw6vPgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "for F_num in range(0,21):\n",
    "    # store the required fault class and simulation run\n",
    "    temp = DF[(DF.faultNumber==F_num) & (DF.simulationRun==1 )]  #Faulty Condition\n",
    "    # Standardization\n",
    "    X_faulty = sc.transform(temp.iloc[:,3:])\n",
    "    # Obtain distnace from the cluster's center\n",
    "    anomaly_score = IsolationForest.predict(X_faulty)\n",
    "\n",
    "    plt.rcParams['figure.figsize'] = [8,3]\n",
    "    plt.plot(anomaly_score ,label=f'Fault-{F_num}')\n",
    "    plt.axvline(20,c='g',alpha=0.4) #time of fault introduction\n",
    "    plt.title(f'Fault Number = {F_num}')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c09a0169",
   "metadata": {},
   "source": [
    "# Evaluate F1 score to compare performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0cb33eff",
   "metadata": {},
   "outputs": [],
   "source": [
    "def combine_result(x):\n",
    "    # IF reconstruction loss is grater than threshold THEN its a fault\n",
    "    result= x == -1\n",
    "    result_float = [float(val) for val in result] \n",
    "    return result_float"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5b72e27",
   "metadata": {},
   "source": [
    "# Get the mean-F1 score of all types of faults from (0-21) for bench marking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1f4fccd9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The mean F1-Score for Isolation Forest method is 0.48198477621205715\n",
      "The mean Accuracy-Score for Isolation Forest method is 0.5793684210526316\n"
     ]
    }
   ],
   "source": [
    "F1_all = [] #initialize the emplty list of F1 score\n",
    "Acc_all = []\n",
    "for Fnum in [x for x in range(0,21) if x not in [3,9]]:\n",
    "\n",
    "    temp_df = DF[ (DF['faultNumber']==Fnum) & (DF['simulationRun']==np.random.randint(1,500))]\n",
    "    X_faulty = sc.transform(temp_df.iloc[:,3:])\n",
    "    \n",
    "    anomaly_score = IsolationForest.predict(X_faulty)\n",
    "    #populate the true value (y_true) based of Fnum\n",
    "    y_pred = combine_result(anomaly_score)\n",
    "    \n",
    "    if Fnum==0:\n",
    "        y_true = np.repeat(0, len(y_pred))\n",
    "    else:\n",
    "        y_true = np.repeat(1, len(y_pred))\n",
    "        y_true[0:21]=0 # Beacuse the fault was introduced after 20th sample\n",
    "\n",
    "    # Obtain F1 score    \n",
    "    from sklearn.metrics import f1_score,accuracy_score\n",
    "    f1 = f1_score(y_true, y_pred, average='macro')\n",
    "    acc = accuracy_score(y_true, y_pred)\n",
    "    F1_all.append(f1)\n",
    "    Acc_all.append(acc)\n",
    "    \n",
    "print(f'The mean F1-Score for Isolation Forest method is {np.mean(np.array(F1_all))}')\n",
    "print(f'The mean Accuracy-Score for Isolation Forest method is {np.mean(np.array(Acc_all))}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "78536c5a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:tensorflow] *",
   "language": "python",
   "name": "conda-env-tensorflow-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
